From 43d02f3c77c67dc8863c0c6ecbb2b6022f56cc99 Mon Sep 17 00:00:00 2001 From: Mario Masciovecchio Date: Tue, 9 Jul 2024 05:42:24 -0700 Subject: [PATCH] Add low-level information in standalone LST output ntuple --- .../plugins/alpaka/LSTModulesDevESProducer.cc | 15 +- RecoTracker/LST/plugins/alpaka/LSTProducer.cc | 11 +- RecoTracker/LSTCore/BuildFile.xml | 2 +- .../LSTCore/interface/alpaka/Constants.h | 6 - RecoTracker/LSTCore/interface/alpaka/LST.h | 4 +- .../LSTCore/interface/alpaka/LSTESData.h | 6 +- RecoTracker/LSTCore/src/alpaka/Event.dev.cc | 31 +- RecoTracker/LSTCore/src/alpaka/Event.h | 8 +- RecoTracker/LSTCore/src/alpaka/LST.dev.cc | 13 +- .../LSTCore/src/alpaka/LSTESData.dev.cc | 28 +- RecoTracker/LSTCore/src/alpaka/MiniDoublet.h | 145 +++-- RecoTracker/LSTCore/src/alpaka/PixelTriplet.h | 38 +- RecoTracker/LSTCore/src/alpaka/Quintuplet.h | 165 +++-- RecoTracker/LSTCore/src/alpaka/Segment.h | 117 ++-- RecoTracker/LSTCore/src/alpaka/Triplet.h | 154 +++-- RecoTracker/LSTCore/standalone/.gitignore | 1 + RecoTracker/LSTCore/standalone/Makefile | 13 +- RecoTracker/LSTCore/standalone/SDL/Makefile | 7 +- .../occupancy/compute_occupancies.ipynb | 586 ++++++++++++++++++ RecoTracker/LSTCore/standalone/bin/sdl.cc | 54 +- .../standalone/bin/sdl_make_tracklooper | 14 +- .../standalone/code/core/AccessHelper.cc | 27 + .../standalone/code/core/AccessHelper.h | 3 + .../standalone/code/core/AnalysisConfig.h | 12 +- .../LSTCore/standalone/code/core/trkCore.cc | 44 +- .../LSTCore/standalone/code/core/trkCore.h | 6 +- .../standalone/code/core/write_sdl_ntuple.cc | 163 ++++- .../standalone/code/core/write_sdl_ntuple.h | 7 +- 28 files changed, 1232 insertions(+), 448 deletions(-) create mode 100644 RecoTracker/LSTCore/standalone/analysis/occupancy/compute_occupancies.ipynb diff --git a/RecoTracker/LST/plugins/alpaka/LSTModulesDevESProducer.cc b/RecoTracker/LST/plugins/alpaka/LSTModulesDevESProducer.cc index e6b3c42b7ed10..8a594565a6139 100644 --- a/RecoTracker/LST/plugins/alpaka/LSTModulesDevESProducer.cc +++ b/RecoTracker/LST/plugins/alpaka/LSTModulesDevESProducer.cc @@ -25,29 +25,32 @@ namespace ALPAKA_ACCELERATOR_NAMESPACE { private: edm::ESGetToken, TrackerRecoGeometryRecord> lstESHostToken_; + std::string ptCutLabel_; }; - LSTModulesDevESProducer::LSTModulesDevESProducer(const edm::ParameterSet& iConfig) : ESProducer(iConfig) { - setWhatProduced(this, &LSTModulesDevESProducer::produceHost); - auto cc = setWhatProduced(this, &LSTModulesDevESProducer::produceDevice); - lstESHostToken_ = cc.consumes(); + LSTModulesDevESProducer::LSTModulesDevESProducer(const edm::ParameterSet& iConfig) + : ESProducer(iConfig), ptCutLabel_(iConfig.getParameter("ptCutLabel")) { + setWhatProduced(this, &LSTModulesDevESProducer::produceHost, ptCutLabel_); + auto cc = setWhatProduced(this, &LSTModulesDevESProducer::produceDevice, ptCutLabel_); + lstESHostToken_ = cc.consumes(edm::ESInputTag("", ptCutLabel_)); } void LSTModulesDevESProducer::fillDescriptions(edm::ConfigurationDescriptions& descriptions) { edm::ParameterSetDescription desc; + desc.add("ptCutLabel", "0.8"); descriptions.addWithDefaultLabel(desc); } std::unique_ptr> LSTModulesDevESProducer::produceHost( TrackerRecoGeometryRecord const& iRecord) { - return SDL::loadAndFillESHost(); + return SDL::loadAndFillESHost(ptCutLabel_); } std::unique_ptr> LSTModulesDevESProducer::produceDevice( device::Record const& iRecord) { auto const& lstESHostData = iRecord.get(lstESHostToken_); SDL::QueueAcc& queue = iRecord.queue(); - return SDL::loadAndFillESDevice(queue, &lstESHostData); + return SDL::loadAndFillESDevice(queue, &lstESHostData, ptCutLabel_); } } // namespace ALPAKA_ACCELERATOR_NAMESPACE diff --git a/RecoTracker/LST/plugins/alpaka/LSTProducer.cc b/RecoTracker/LST/plugins/alpaka/LSTProducer.cc index e9c9bc0883be4..27be5e4b944cf 100644 --- a/RecoTracker/LST/plugins/alpaka/LSTProducer.cc +++ b/RecoTracker/LST/plugins/alpaka/LSTProducer.cc @@ -29,8 +29,9 @@ namespace ALPAKA_ACCELERATOR_NAMESPACE { : lstPixelSeedInputToken_{consumes(config.getParameter("pixelSeedInput"))}, lstPhase2OTHitsInputToken_{ consumes(config.getParameter("phase2OTHitsInput"))}, - lstESToken_{esConsumes()}, + lstESToken_{esConsumes(edm::ESInputTag("", config.getParameter("ptCutLabel")))}, verbose_(config.getParameter("verbose")), + ptCut_(config.getParameter("ptCut")), nopLSDupClean_(config.getParameter("nopLSDupClean")), tcpLSTriplets_(config.getParameter("tcpLSTriplets")), lstOutputToken_{produces()} {} @@ -44,6 +45,7 @@ namespace ALPAKA_ACCELERATOR_NAMESPACE { lst_.run(event.queue(), verbose_, + static_cast(ptCut_), &lstESDeviceData, pixelSeeds.px(), pixelSeeds.py(), @@ -81,6 +83,8 @@ namespace ALPAKA_ACCELERATOR_NAMESPACE { desc.add("pixelSeedInput", edm::InputTag{"lstPixelSeedInputProducer"}); desc.add("phase2OTHitsInput", edm::InputTag{"lstPhase2OTHitsInputProducer"}); desc.add("verbose", false); + desc.add("ptCut", 0.8); + desc.add("ptCutLabel", "0.8"); desc.add("nopLSDupClean", false); desc.add("tcpLSTriplets", false); descriptions.addWithDefaultLabel(desc); @@ -90,7 +94,10 @@ namespace ALPAKA_ACCELERATOR_NAMESPACE { edm::EDGetTokenT lstPixelSeedInputToken_; edm::EDGetTokenT lstPhase2OTHitsInputToken_; device::ESGetToken, TrackerRecoGeometryRecord> lstESToken_; - const bool verbose_, nopLSDupClean_, tcpLSTriplets_; + const bool verbose_; + const double ptCut_; + const bool nopLSDupClean_; + const bool tcpLSTriplets_; edm::EDPutTokenT lstOutputToken_; SDL::LST lst_; diff --git a/RecoTracker/LSTCore/BuildFile.xml b/RecoTracker/LSTCore/BuildFile.xml index 2aa254e0c0f6c..f4ee9125750ca 100644 --- a/RecoTracker/LSTCore/BuildFile.xml +++ b/RecoTracker/LSTCore/BuildFile.xml @@ -2,7 +2,7 @@ - + diff --git a/RecoTracker/LSTCore/interface/alpaka/Constants.h b/RecoTracker/LSTCore/interface/alpaka/Constants.h index d4f023631af1d..1262e86afcb00 100644 --- a/RecoTracker/LSTCore/interface/alpaka/Constants.h +++ b/RecoTracker/LSTCore/interface/alpaka/Constants.h @@ -99,11 +99,6 @@ namespace SDL { return WorkDiv(adjustedBlocks, adjustedThreads, elementsPerThreadArg); } -// If a compile time flag does not define PT_CUT, default to 0.8 (GeV) -#ifndef PT_CUT - constexpr float PT_CUT = 0.8f; -#endif - const unsigned int MAX_BLOCKS = 80; const unsigned int MAX_CONNECTED_MODULES = 40; @@ -129,7 +124,6 @@ namespace SDL { ALPAKA_STATIC_ACC_MEM_GLOBAL const float k2Rinv1GeVf = (2.99792458e-3 * 3.8) / 2; ALPAKA_STATIC_ACC_MEM_GLOBAL const float kR1GeVf = 1. / (2.99792458e-3 * 3.8); ALPAKA_STATIC_ACC_MEM_GLOBAL const float sinAlphaMax = 0.95; - ALPAKA_STATIC_ACC_MEM_GLOBAL const float ptCut = PT_CUT; ALPAKA_STATIC_ACC_MEM_GLOBAL const float deltaZLum = 15.0; ALPAKA_STATIC_ACC_MEM_GLOBAL const float pixelPSZpitch = 0.15; ALPAKA_STATIC_ACC_MEM_GLOBAL const float strip2SZpitch = 5.0; diff --git a/RecoTracker/LSTCore/interface/alpaka/LST.h b/RecoTracker/LSTCore/interface/alpaka/LST.h index 16f3e87361489..4bd50b0da3dbf 100644 --- a/RecoTracker/LSTCore/interface/alpaka/LST.h +++ b/RecoTracker/LSTCore/interface/alpaka/LST.h @@ -23,6 +23,7 @@ namespace SDL { void run(QueueAcc& queue, bool verbose, + const float ptCut, const LSTESDeviceData* deviceESData, const std::vector see_px, const std::vector see_py, @@ -69,7 +70,8 @@ namespace SDL { const std::vector ph2_detId, const std::vector ph2_x, const std::vector ph2_y, - const std::vector ph2_z); + const std::vector ph2_z, + const float ptCut); void getOutput(SDL::Event& event); std::vector getHitIdxs(const short trackCandidateType, diff --git a/RecoTracker/LSTCore/interface/alpaka/LSTESData.h b/RecoTracker/LSTCore/interface/alpaka/LSTESData.h index 12b39135766ba..f603ceb8c8908 100644 --- a/RecoTracker/LSTCore/interface/alpaka/LSTESData.h +++ b/RecoTracker/LSTCore/interface/alpaka/LSTESData.h @@ -72,8 +72,10 @@ namespace SDL { pixelMapping(pixelMappingIn) {} }; - std::unique_ptr> loadAndFillESHost(); - std::unique_ptr> loadAndFillESDevice(SDL::QueueAcc& queue, const LSTESHostData* hostData); + std::unique_ptr> loadAndFillESHost(std::string& ptCutLabel); + std::unique_ptr> loadAndFillESDevice(SDL::QueueAcc& queue, + const LSTESHostData* hostData, + std::string& ptCutLabel); } // namespace SDL diff --git a/RecoTracker/LSTCore/src/alpaka/Event.dev.cc b/RecoTracker/LSTCore/src/alpaka/Event.dev.cc index 785cd3e35be01..31bd7ec70add7 100644 --- a/RecoTracker/LSTCore/src/alpaka/Event.dev.cc +++ b/RecoTracker/LSTCore/src/alpaka/Event.dev.cc @@ -265,7 +265,7 @@ void SDL::Event::addPixelSegmentToEvent(std::vector hitI SDL::createMDArrayRangesGPU createMDArrayRangesGPU_kernel; auto const createMDArrayRangesGPUTask(alpaka::createTaskKernel( - createMDArrayRangesGPU_workDiv, createMDArrayRangesGPU_kernel, *modulesBuffers_->data(), *rangesInGPU)); + createMDArrayRangesGPU_workDiv, createMDArrayRangesGPU_kernel, *modulesBuffers_->data(), *rangesInGPU, ptCut)); alpaka::enqueue(queue, createMDArrayRangesGPUTask); alpaka::wait(queue); @@ -299,7 +299,8 @@ void SDL::Event::addPixelSegmentToEvent(std::vector hitI createSegmentArrayRanges_kernel, *modulesBuffers_->data(), *rangesInGPU, - *mdsInGPU)); + *mdsInGPU, + ptCut)); alpaka::enqueue(queue, createSegmentArrayRangesTask); alpaka::wait(queue); @@ -409,7 +410,7 @@ void SDL::Event::createMiniDoublets() { SDL::createMDArrayRangesGPU createMDArrayRangesGPU_kernel; auto const createMDArrayRangesGPUTask(alpaka::createTaskKernel( - createMDArrayRangesGPU_workDiv, createMDArrayRangesGPU_kernel, *modulesBuffers_->data(), *rangesInGPU)); + createMDArrayRangesGPU_workDiv, createMDArrayRangesGPU_kernel, *modulesBuffers_->data(), *rangesInGPU, ptCut)); alpaka::enqueue(queue, createMDArrayRangesGPUTask); alpaka::wait(queue); @@ -440,7 +441,8 @@ void SDL::Event::createMiniDoublets() { *modulesBuffers_->data(), *hitsInGPU, *mdsInGPU, - *rangesInGPU)); + *rangesInGPU, + ptCut)); alpaka::enqueue(queue, createMiniDoubletsInGPUv2Task); @@ -485,7 +487,8 @@ void SDL::Event::createSegmentsWithModuleMap() { *modulesBuffers_->data(), *mdsInGPU, *segmentsInGPU, - *rangesInGPU)); + *rangesInGPU, + ptCut)); alpaka::enqueue(queue, createSegmentsInGPUv2Task); @@ -521,7 +524,8 @@ void SDL::Event::createTriplets() { createTripletArrayRanges_kernel, *modulesBuffers_->data(), *rangesInGPU, - *segmentsInGPU)); + *segmentsInGPU, + ptCut)); alpaka::enqueue(queue, createTripletArrayRangesTask); alpaka::wait(queue); @@ -593,7 +597,8 @@ void SDL::Event::createTriplets() { *tripletsInGPU, *rangesInGPU, alpaka::getPtrNative(index_gpu_buf), - nonZeroModules)); + nonZeroModules, + ptCut)); alpaka::enqueue(queue, createTripletsInGPUv2Task); @@ -872,7 +877,8 @@ void SDL::Event::createPixelTriplets() { *pixelTripletsInGPU, alpaka::getPtrNative(connectedPixelSize_dev_buf), alpaka::getPtrNative(connectedPixelIndex_dev_buf), - nInnerSegments)); + nInnerSegments, + ptCut)); alpaka::enqueue(queue, createPixelTripletsInGPUFromMapv2Task); alpaka::wait(queue); @@ -913,7 +919,8 @@ void SDL::Event::createQuintuplets() { createEligibleModulesListForQuintupletsGPU_kernel, *modulesBuffers_->data(), *tripletsInGPU, - *rangesInGPU)); + *rangesInGPU, + ptCut)); alpaka::enqueue(queue, createEligibleModulesListForQuintupletsGPUTask); alpaka::wait(queue); @@ -951,7 +958,8 @@ void SDL::Event::createQuintuplets() { *tripletsInGPU, *quintupletsInGPU, *rangesInGPU, - nEligibleT5Modules)); + nEligibleT5Modules, + ptCut)); alpaka::enqueue(queue, createQuintupletsInGPUv2Task); @@ -1102,7 +1110,8 @@ void SDL::Event::createPixelQuintuplets() { alpaka::getPtrNative(connectedPixelSize_dev_buf), alpaka::getPtrNative(connectedPixelIndex_dev_buf), nInnerSegments, - *rangesInGPU)); + *rangesInGPU, + ptCut)); alpaka::enqueue(queue, createPixelQuintupletsInGPUFromMapv2Task); diff --git a/RecoTracker/LSTCore/src/alpaka/Event.h b/RecoTracker/LSTCore/src/alpaka/Event.h index 11f1fe6c68898..aa91a3c14a3d3 100644 --- a/RecoTracker/LSTCore/src/alpaka/Event.h +++ b/RecoTracker/LSTCore/src/alpaka/Event.h @@ -25,6 +25,7 @@ namespace SDL { class Event { private: QueueAcc queue; + const float ptCut; Dev devAcc; DevHost devHost; bool addObjects; @@ -91,8 +92,9 @@ namespace SDL { public: // Constructor used for CMSSW integration. Uses an external queue. template - Event(bool verbose, TQueue const& q, const LSTESDeviceData* deviceESData) + Event(bool verbose, const float pt_cut, TQueue const& q, const LSTESDeviceData* deviceESData) : queue(q), + ptCut(pt_cut), devAcc(alpaka::getDev(q)), devHost(cms::alpakatools::host()), nModules_(deviceESData->nModules), @@ -101,6 +103,10 @@ namespace SDL { modulesBuffers_(deviceESData->modulesBuffers), pixelMapping_(deviceESData->pixelMapping), endcapGeometry_(deviceESData->endcapGeometry) { + if (pt_cut < 0.6f) { + throw std::invalid_argument("Minimum pT cut must be at least 0.6 GeV. Provided value: " + + std::to_string(pt_cut)); + } init(verbose); } void resetEvent(); diff --git a/RecoTracker/LSTCore/src/alpaka/LST.dev.cc b/RecoTracker/LSTCore/src/alpaka/LST.dev.cc index 47c2b9c6546be..0476d5d72a165 100644 --- a/RecoTracker/LSTCore/src/alpaka/LST.dev.cc +++ b/RecoTracker/LSTCore/src/alpaka/LST.dev.cc @@ -7,6 +7,7 @@ using XYZVector = ROOT::Math::XYZVector; void SDL::LST::run(SDL::QueueAcc& queue, bool verbose, + const float ptCut, const LSTESDeviceData* deviceESData, const std::vector see_px, const std::vector see_py, @@ -29,7 +30,7 @@ void SDL::LST::run(SDL::QueueAcc& queue, const std::vector ph2_z, bool no_pls_dupclean, bool tc_pls_triplets) { - auto event = SDL::Event(verbose, queue, deviceESData); + auto event = SDL::Event(verbose, ptCut, queue, deviceESData); prepareInput(see_px, see_py, see_pz, @@ -48,7 +49,8 @@ void SDL::LST::run(SDL::QueueAcc& queue, ph2_detId, ph2_x, ph2_y, - ph2_z); + ph2_z, + ptCut); event.addHitToEvent(in_trkX_, in_trkY_, in_trkZ_, in_hitId_, in_hitIdxs_); event.addPixelSegmentToEvent(in_hitIndices_vec0_, @@ -188,7 +190,8 @@ void SDL::LST::prepareInput(const std::vector see_px, const std::vector ph2_detId, const std::vector ph2_x, const std::vector ph2_y, - const std::vector ph2_z) { + const std::vector ph2_z, + const float ptCut) { unsigned int count = 0; auto n_see = see_stateTrajGlbPx.size(); std::vector px_vec; @@ -240,7 +243,7 @@ void SDL::LST::prepareInput(const std::vector see_px, float eta = p3LH.eta(); float ptErr = see_ptErr[iSeed]; - if ((ptIn > 0.8 - 2 * ptErr)) { + if ((ptIn > ptCut - 2 * ptErr)) { XYZVector r3LH(see_stateTrajGlbX[iSeed], see_stateTrajGlbY[iSeed], see_stateTrajGlbZ[iSeed]); XYZVector p3PCA(see_px[iSeed], see_py[iSeed], see_pz[iSeed]); XYZVector r3PCA(calculateR3FromPCA(p3PCA, see_dxy[iSeed], see_dz[iSeed])); @@ -256,7 +259,7 @@ void SDL::LST::prepareInput(const std::vector see_px, if (ptIn >= 2.0) pixtype = 0; - else if (ptIn >= (0.8 - 2 * ptErr) and ptIn < 2.0) { + else if (ptIn >= (ptCut - 2 * ptErr) and ptIn < 2.0) { if (pixelSegmentDeltaPhiChange >= 0) pixtype = 1; else diff --git a/RecoTracker/LSTCore/src/alpaka/LSTESData.dev.cc b/RecoTracker/LSTCore/src/alpaka/LSTESData.dev.cc index 0523aac61d4f9..8e13c4d6ddb05 100644 --- a/RecoTracker/LSTCore/src/alpaka/LSTESData.dev.cc +++ b/RecoTracker/LSTCore/src/alpaka/LSTESData.dev.cc @@ -41,21 +41,22 @@ namespace { void loadMapsHost(SDL::MapPLStoLayer& pLStoLayer, std::shared_ptr> endcapGeometry, std::shared_ptr> tiltedGeometry, - std::shared_ptr> moduleConnectionMap) { + std::shared_ptr> moduleConnectionMap, + std::string& ptCutLabel) { // Module orientation information (DrDz or phi angles) - auto endcap_geom = - get_absolute_path_after_check_file_exists(trackLooperDir() + "/data/OT800_IT615_pt0.8/endcap_orientation.bin"); - auto tilted_geom = get_absolute_path_after_check_file_exists( - trackLooperDir() + "/data/OT800_IT615_pt0.8/tilted_barrel_orientation.bin"); + auto endcap_geom = get_absolute_path_after_check_file_exists(trackLooperDir() + "/data/OT800_IT615_pt" + + ptCutLabel + "/endcap_orientation.bin"); + auto tilted_geom = get_absolute_path_after_check_file_exists(trackLooperDir() + "/data/OT800_IT615_pt" + + ptCutLabel + "/tilted_barrel_orientation.bin"); // Module connection map (for line segment building) - auto mappath = get_absolute_path_after_check_file_exists( - trackLooperDir() + "/data/OT800_IT615_pt0.8/module_connection_tracing_merged.bin"); + auto mappath = get_absolute_path_after_check_file_exists(trackLooperDir() + "/data/OT800_IT615_pt" + ptCutLabel + + "/module_connection_tracing_merged.bin"); endcapGeometry->load(endcap_geom); tiltedGeometry->load(tilted_geom); moduleConnectionMap->load(mappath); - auto pLSMapDir = trackLooperDir() + "/data/OT800_IT615_pt0.8/pixelmap/pLS_map"; + auto pLSMapDir = trackLooperDir() + "/data/OT800_IT615_pt" + ptCutLabel + "/pixelmap/pLS_map"; const std::array connects{ {"_layer1_subdet5", "_layer2_subdet5", "_layer1_subdet4", "_layer2_subdet4"}}; std::string path; @@ -76,17 +77,18 @@ namespace { } } // namespace -std::unique_ptr> SDL::loadAndFillESHost() { +std::unique_ptr> SDL::loadAndFillESHost(std::string& ptCutLabel) { auto pLStoLayer = std::make_shared(); auto endcapGeometry = std::make_shared>(); auto tiltedGeometry = std::make_shared>(); auto moduleConnectionMap = std::make_shared>(); - ::loadMapsHost(*pLStoLayer, endcapGeometry, tiltedGeometry, moduleConnectionMap); + ::loadMapsHost(*pLStoLayer, endcapGeometry, tiltedGeometry, moduleConnectionMap, ptCutLabel); return std::make_unique>(pLStoLayer, endcapGeometry, tiltedGeometry, moduleConnectionMap); } std::unique_ptr> SDL::loadAndFillESDevice(SDL::QueueAcc& queue, - const LSTESHostData* hostData) { + const LSTESHostData* hostData, + std::string& ptCutLabel) { SDL::Dev const& devAccIn = alpaka::getDev(queue); uint16_t nModules; uint16_t nLowerModules; @@ -96,8 +98,8 @@ std::unique_ptr> SDL::loadAndFillESDevice(SDL::Qu auto pixelMapping = std::make_shared(); auto moduleConnectionMap = hostData->moduleConnectionMap; - auto path = - get_absolute_path_after_check_file_exists(trackLooperDir() + "/data/OT800_IT615_pt0.8/sensor_centroids.bin"); + auto path = get_absolute_path_after_check_file_exists(trackLooperDir() + "/data/OT800_IT615_pt" + ptCutLabel + + "/sensor_centroids.bin"); SDL::loadModulesFromFile(queue, hostData->mapPLStoLayer.get(), path.c_str(), diff --git a/RecoTracker/LSTCore/src/alpaka/MiniDoublet.h b/RecoTracker/LSTCore/src/alpaka/MiniDoublet.h index c91d6d825b618..a0230ecbd0bfa 100644 --- a/RecoTracker/LSTCore/src/alpaka/MiniDoublet.h +++ b/RecoTracker/LSTCore/src/alpaka/MiniDoublet.h @@ -336,6 +336,7 @@ namespace SDL { float rt, struct SDL::modules& modulesInGPU, uint16_t& moduleIndex, + const float ptCut, float dPhi = 0, float dz = 0) { // ================================================================= @@ -584,7 +585,8 @@ namespace SDL { float xUpper, float yUpper, float zUpper, - float rtUpper) { + float rtUpper, + const float ptCut) { if (modulesInGPU.subdets[lowerModuleIndex] == SDL::Barrel) { return runMiniDoubletDefaultAlgoBarrel(acc, modulesInGPU, @@ -608,7 +610,8 @@ namespace SDL { xUpper, yUpper, zUpper, - rtUpper); + rtUpper, + ptCut); } else { return runMiniDoubletDefaultAlgoEndcap(acc, modulesInGPU, @@ -632,7 +635,8 @@ namespace SDL { xUpper, yUpper, zUpper, - rtUpper); + rtUpper, + ptCut); } }; @@ -659,7 +663,8 @@ namespace SDL { float xUpper, float yUpper, float zUpper, - float rtUpper) { + float rtUpper, + const float ptCut) { bool pass = true; dz = zLower - zUpper; const float dzCut = modulesInGPU.moduleType[lowerModuleIndex] == SDL::PS ? 2.f : 10.f; @@ -674,8 +679,8 @@ namespace SDL { float miniCut = 0; miniCut = modulesInGPU.moduleLayerType[lowerModuleIndex] == SDL::Pixel - ? dPhiThreshold(acc, rtLower, modulesInGPU, lowerModuleIndex) - : dPhiThreshold(acc, rtUpper, modulesInGPU, lowerModuleIndex); + ? dPhiThreshold(acc, rtLower, modulesInGPU, lowerModuleIndex, ptCut) + : dPhiThreshold(acc, rtUpper, modulesInGPU, lowerModuleIndex, ptCut); // Cut #2: dphi difference // Ref to original code: https://github.com/slava77/cms-tkph2-ntuple/blob/184d2325147e6930030d3d1f780136bc2dd29ce6/doubletAnalysis.C#L3085 @@ -793,7 +798,8 @@ namespace SDL { float xUpper, float yUpper, float zUpper, - float rtUpper) { + float rtUpper, + const float ptCut) { bool pass = true; // There are series of cuts that applies to mini-doublet in a "endcap" region @@ -870,8 +876,8 @@ namespace SDL { float miniCut = 0; miniCut = modulesInGPU.moduleLayerType[lowerModuleIndex] == SDL::Pixel - ? dPhiThreshold(acc, rtLower, modulesInGPU, lowerModuleIndex, dPhi, dz) - : dPhiThreshold(acc, rtUpper, modulesInGPU, lowerModuleIndex, dPhi, dz); + ? dPhiThreshold(acc, rtLower, modulesInGPU, lowerModuleIndex, ptCut, dPhi, dz) + : dPhiThreshold(acc, rtUpper, modulesInGPU, lowerModuleIndex, ptCut, dPhi, dz); pass = pass && (alpaka::math::abs(acc, dPhi) < miniCut); if (not pass) @@ -894,7 +900,8 @@ namespace SDL { struct SDL::modules modulesInGPU, struct SDL::hits hitsInGPU, struct SDL::miniDoublets mdsInGPU, - struct SDL::objectRanges rangesInGPU) const { + struct SDL::objectRanges rangesInGPU, + const float ptCut) const { auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridThreadExtent = alpaka::getWorkDiv(acc); @@ -950,13 +957,15 @@ namespace SDL { xUpper, yUpper, zUpper, - rtUpper); + rtUpper, + ptCut); if (success) { int totOccupancyMDs = alpaka::atomicOp(acc, &mdsInGPU.totOccupancyMDs[lowerModuleIndex], 1u); if (totOccupancyMDs >= (rangesInGPU.miniDoubletModuleOccupancy[lowerModuleIndex])) { #ifdef Warnings - printf("Mini-doublet excess alert! Module index = %d\n", lowerModuleIndex); + printf( + "Mini-doublet excess alert! Module index = %d, Occupancy = %d\n", lowerModuleIndex, totOccupancyMDs); #endif } else { int mdModuleIndex = alpaka::atomicOp(acc, &mdsInGPU.nMDs[lowerModuleIndex], 1u); @@ -986,11 +995,41 @@ namespace SDL { } }; + // Helper function to determine eta bin for occupancies + ALPAKA_FN_ACC ALPAKA_FN_INLINE int getEtaBin(const float module_eta) { + if (module_eta < 0.75f) + return 0; + else if (module_eta < 1.5f) + return 1; + else if (module_eta < 2.25f) + return 2; + else if (module_eta < 3.0f) + return 3; + return -1; + } + + // Helper function to determine category number for occupancies + ALPAKA_FN_ACC ALPAKA_FN_INLINE int getCategoryNumber(const short module_layers, + const short module_subdets, + const short module_rings) { + if (module_subdets == SDL::Barrel) { + return (module_layers <= 3) ? 0 : 1; + } else if (module_subdets == SDL::Endcap) { + if (module_layers <= 2) { + return (module_rings >= 11) ? 2 : 3; + } else { + return (module_rings >= 8) ? 2 : 3; + } + } + return -1; + } + struct createMDArrayRangesGPU { template ALPAKA_FN_ACC void operator()(TAcc const& acc, struct SDL::modules modulesInGPU, - struct SDL::objectRanges rangesInGPU) const { + struct SDL::objectRanges rangesInGPU, + const float ptCut) const { auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridThreadExtent = alpaka::getWorkDiv(acc); @@ -999,8 +1038,24 @@ namespace SDL { nTotalMDs = 0; alpaka::syncBlockThreads(acc); - // Initialize variables outside of the for loop. - int occupancy, category_number, eta_number; + // Occupancy matrix for 0.8 GeV pT Cut + constexpr int p08_occupancy_matrix[4][4] = { + {49, 42, 37, 41}, // category 0 + {100, 100, 0, 0}, // category 1 + {0, 16, 19, 0}, // category 2 + {0, 14, 20, 25} // category 3 + }; + + // Occupancy matrix for 0.6 GeV pT Cut, 99.99% + constexpr int p06_occupancy_matrix[4][4] = { + {60, 57, 54, 48}, // category 0 + {259, 195, 0, 0}, // category 1 + {0, 23, 28, 0}, // category 2 + {0, 25, 25, 33} // category 3 + }; + + // Select the appropriate occupancy matrix based on ptCut + const auto& occupancy_matrix = (ptCut < 0.8f) ? p06_occupancy_matrix : p08_occupancy_matrix; for (uint16_t i = globalThreadIdx[2]; i < *modulesInGPU.nLowerModules; i += gridThreadExtent[2]) { short module_rings = modulesInGPU.rings[i]; @@ -1008,67 +1063,27 @@ namespace SDL { short module_subdets = modulesInGPU.subdets[i]; float module_eta = alpaka::math::abs(acc, modulesInGPU.eta[i]); - if (module_layers <= 3 && module_subdets == 5) - category_number = 0; - else if (module_layers >= 4 && module_subdets == 5) - category_number = 1; - else if (module_layers <= 2 && module_subdets == 4 && module_rings >= 11) - category_number = 2; - else if (module_layers >= 3 && module_subdets == 4 && module_rings >= 8) - category_number = 2; - else if (module_layers <= 2 && module_subdets == 4 && module_rings <= 10) - category_number = 3; - else if (module_layers >= 3 && module_subdets == 4 && module_rings <= 7) - category_number = 3; - else - category_number = -1; - - if (module_eta < 0.75) - eta_number = 0; - else if (module_eta > 0.75 && module_eta < 1.5) - eta_number = 1; - else if (module_eta > 1.5 && module_eta < 2.25) - eta_number = 2; - else if (module_eta > 2.25 && module_eta < 3) - eta_number = 3; - else - eta_number = -1; - - if (category_number == 0 && eta_number == 0) - occupancy = 49; - else if (category_number == 0 && eta_number == 1) - occupancy = 42; - else if (category_number == 0 && eta_number == 2) - occupancy = 37; - else if (category_number == 0 && eta_number == 3) - occupancy = 41; - else if (category_number == 1) - occupancy = 100; - else if (category_number == 2 && eta_number == 1) - occupancy = 16; - else if (category_number == 2 && eta_number == 2) - occupancy = 19; - else if (category_number == 3 && eta_number == 1) - occupancy = 14; - else if (category_number == 3 && eta_number == 2) - occupancy = 20; - else if (category_number == 3 && eta_number == 3) - occupancy = 25; - else { - occupancy = 0; + int category_number = getCategoryNumber(module_layers, module_subdets, module_rings); + int eta_number = getEtaBin(module_eta); + + int occupancy = 0; + if (category_number != -1 && eta_number != -1) { + occupancy = occupancy_matrix[category_number][eta_number]; + } #ifdef Warnings + else { printf("Unhandled case in createMDArrayRangesGPU! Module index = %i\n", i); -#endif } +#endif unsigned int nTotMDs = alpaka::atomicOp(acc, &nTotalMDs, occupancy); - rangesInGPU.miniDoubletModuleIndices[i] = nTotMDs; rangesInGPU.miniDoubletModuleOccupancy[i] = occupancy; } // Wait for all threads to finish before reporting final values alpaka::syncBlockThreads(acc); + if (globalThreadIdx[2] == 0) { rangesInGPU.miniDoubletModuleIndices[*modulesInGPU.nLowerModules] = nTotalMDs; *rangesInGPU.device_nTotalMDs = nTotalMDs; diff --git a/RecoTracker/LSTCore/src/alpaka/PixelTriplet.h b/RecoTracker/LSTCore/src/alpaka/PixelTriplet.h index 6bd590fe63bd5..feddb405bf53b 100644 --- a/RecoTracker/LSTCore/src/alpaka/PixelTriplet.h +++ b/RecoTracker/LSTCore/src/alpaka/PixelTriplet.h @@ -225,7 +225,8 @@ namespace SDL { float& betaInCut, float& betaOutCut, float& deltaBetaCut, - float& kZ) { + float& kZ, + const float ptCut) { zLo = -999; zHi = -999; rtLo = -999; @@ -273,7 +274,8 @@ namespace SDL { zHiPointed, sdlCut, betaOutCut, - deltaBetaCut); + deltaBetaCut, + ptCut); } else if (outerInnerLowerModuleSubdet == SDL::Endcap and outerOuterLowerModuleSubdet == SDL::Endcap) { return runTripletDefaultAlgoPPEE(acc, modulesInGPU, @@ -303,7 +305,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); } return false; }; @@ -833,6 +836,7 @@ namespace SDL { float& rzChiSquared, float& rPhiChiSquared, float& rPhiChiSquaredInwards, + const float ptCut, bool runChiSquaredCuts = true) { bool pass = true; @@ -876,7 +880,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); if (not pass) return pass; @@ -908,7 +913,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); if (not pass) return pass; } @@ -1028,7 +1034,8 @@ namespace SDL { struct SDL::pixelTriplets pixelTripletsInGPU, unsigned int* connectedPixelSize, unsigned int* connectedPixelIndex, - unsigned int nPixelSegments) const { + unsigned int nPixelSegments, + const float ptCut) const { auto const globalBlockIdx = alpaka::getIdx(acc); auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridBlockExtent = alpaka::getWorkDiv(acc); @@ -1105,7 +1112,8 @@ namespace SDL { centerY, rzChiSquared, rPhiChiSquared, - rPhiChiSquaredInwards); + rPhiChiSquaredInwards, + ptCut); if (success) { float phi = @@ -1282,7 +1290,8 @@ namespace SDL { float& zHiPointed, float& sdlCut, float& betaOutCut, - float& deltaBetaCut) // pixel to BB and BE segments + float& deltaBetaCut, + const float ptCut) // pixel to BB and BE segments { bool pass = true; @@ -1574,7 +1583,8 @@ namespace SDL { float& betaInCut, float& betaOutCut, float& deltaBetaCut, - float& kZ) // pixel to EE segments + float& kZ, + const float ptCut) // pixel to EE segments { bool pass = true; bool isPS_OutLo = (modulesInGPU.moduleType[outerInnerLowerModuleIndex] == SDL::PS); @@ -2480,7 +2490,8 @@ namespace SDL { float& quintupletRadius, float& centerX, float& centerY, - unsigned int pixelSegmentArrayIndex) { + unsigned int pixelSegmentArrayIndex, + const float ptCut) { bool pass = true; unsigned int T5InnerT3Index = quintupletsInGPU.tripletIndices[2 * quintupletIndex]; @@ -2505,6 +2516,7 @@ namespace SDL { rzChiSquaredTemp, rPhiChiSquaredTemp, rPhiChiSquaredInwardsTemp, + ptCut, false); if (not pass) return false; @@ -2742,7 +2754,8 @@ namespace SDL { unsigned int* connectedPixelSize, unsigned int* connectedPixelIndex, unsigned int nPixelSegments, - struct SDL::objectRanges rangesInGPU) const { + struct SDL::objectRanges rangesInGPU, + const float ptCut) const { auto const globalBlockIdx = alpaka::getIdx(acc); auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridBlockExtent = alpaka::getWorkDiv(acc); @@ -2796,7 +2809,8 @@ namespace SDL { quintupletRadius, centerX, centerY, - static_cast(i_pLS)); + static_cast(i_pLS), + ptCut); if (success) { unsigned int totOccupancyPixelQuintuplets = alpaka::atomicOp(acc, pixelQuintupletsInGPU.totOccupancyPixelQuintuplets, 1u); diff --git a/RecoTracker/LSTCore/src/alpaka/Quintuplet.h b/RecoTracker/LSTCore/src/alpaka/Quintuplet.h index e0bbb5c6adf9f..e6e62329476fc 100644 --- a/RecoTracker/LSTCore/src/alpaka/Quintuplet.h +++ b/RecoTracker/LSTCore/src/alpaka/Quintuplet.h @@ -1487,7 +1487,8 @@ namespace SDL { float& sdlCut, float& betaInCut, float& betaOutCut, - float& deltaBetaCut) { + float& deltaBetaCut, + const float ptCut) { bool pass = true; bool isPS_InLo = (modulesInGPU.moduleType[innerInnerLowerModuleIndex] == SDL::PS); @@ -1502,7 +1503,7 @@ namespace SDL { float z_OutLo = mdsInGPU.anchorZ[thirdMDIndex]; float alpha1GeV_OutLo = - alpaka::math::asin(acc, alpaka::math::min(acc, rt_OutLo * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)); + alpaka::math::asin(acc, alpaka::math::min(acc, rt_OutLo * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)); float rtRatio_OutLoInLo = rt_OutLo / rt_InLo; // Outer segment beginning rt divided by inner segment beginning rt; float dzDrtScale = @@ -1534,7 +1535,7 @@ namespace SDL { float sdlThetaMulsF = 0.015f * alpaka::math::sqrt(acc, 0.1f + 0.2f * (rt_OutLo - rt_InLo) / 50.f) * alpaka::math::sqrt(acc, r3_InLo / rt_InLo); - float sdlMuls = sdlThetaMulsF * 3.f / SDL::ptCut * 4.f; // will need a better guess than x4? + float sdlMuls = sdlThetaMulsF * 3.f / ptCut * 4.f; // will need a better guess than x4? dzErr += sdlMuls * sdlMuls * drt_OutLo_InLo * drt_OutLo_InLo / 3.f * coshEta * coshEta; //sloppy dzErr = alpaka::math::sqrt(acc, dzErr); @@ -1542,7 +1543,7 @@ namespace SDL { const float dzMean = dz_InSeg / drt_InSeg * drt_OutLo_InLo; const float zWindow = dzErr / drt_InSeg * drt_OutLo_InLo + - (zpitch_InLo + zpitch_OutLo); //FIXME for SDL::ptCut lower than ~0.8 need to add curv path correction + (zpitch_InLo + zpitch_OutLo); //FIXME for ptCut lower than ~0.8 need to add curv path correction zLoPointed = z_InLo + dzMean * (z_InLo > 0.f ? 1.f : dzDrtScale) - zWindow; zHiPointed = z_InLo + dzMean * (z_InLo < 0.f ? 1.f : dzDrtScale) + zWindow; @@ -1647,11 +1648,11 @@ namespace SDL { (mdsInGPU.anchorX[secondMDIndex] - mdsInGPU.anchorX[firstMDIndex]) + (mdsInGPU.anchorY[secondMDIndex] - mdsInGPU.anchorY[firstMDIndex]) * (mdsInGPU.anchorY[secondMDIndex] - mdsInGPU.anchorY[firstMDIndex])); - betaInCut = alpaka::math::asin( - acc, - alpaka::math::min( - acc, (-rt_InSeg * corrF + drt_tl_axis) * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + - (0.02f / drt_InSeg); + betaInCut = + alpaka::math::asin( + acc, + alpaka::math::min(acc, (-rt_InSeg * corrF + drt_tl_axis) * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + + (0.02f / drt_InSeg); //Cut #5: first beta cut pass = pass and (alpaka::math::abs(acc, betaInRHmin) < betaInCut); @@ -1717,7 +1718,7 @@ namespace SDL { //FIXME: need faster version betaOutCut = - alpaka::math::asin(acc, alpaka::math::min(acc, drt_tl_axis * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + + alpaka::math::asin(acc, alpaka::math::min(acc, drt_tl_axis * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + (0.02f / sdOut_d) + alpaka::math::sqrt(acc, dBetaLum2 + dBetaMuls * dBetaMuls); //Cut #6: The real beta cut @@ -1768,7 +1769,8 @@ namespace SDL { float& betaInCut, float& betaOutCut, float& deltaBetaCut, - float& kZ) { + float& kZ, + const float ptCut) { bool pass = true; bool isPS_InLo = (modulesInGPU.moduleType[innerInnerLowerModuleIndex] == SDL::PS); bool isPS_OutLo = (modulesInGPU.moduleType[outerInnerLowerModuleIndex] == SDL::PS); @@ -1782,7 +1784,7 @@ namespace SDL { float z_OutLo = mdsInGPU.anchorZ[thirdMDIndex]; float alpha1GeV_OutLo = - alpaka::math::asin(acc, alpaka::math::min(acc, rt_OutLo * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)); + alpaka::math::asin(acc, alpaka::math::min(acc, rt_OutLo * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)); float rtRatio_OutLoInLo = rt_OutLo / rt_InLo; // Outer segment beginning rt divided by inner segment beginning rt; float dzDrtScale = @@ -1838,7 +1840,7 @@ namespace SDL { zGeom1_another * zGeom1_another * drtSDIn * drtSDIn / dzSDIn / dzSDIn * (1.f - 2.f * kZ + 2.f * kZ * kZ); const float sdlThetaMulsF = 0.015f * alpaka::math::sqrt(acc, 0.1f + 0.2f * (rt_OutLo - rt_InLo) / 50.f) * alpaka::math::sqrt(acc, rIn / rt_InLo); - const float sdlMuls = sdlThetaMulsF * 3.f / SDL::ptCut * 4.f; //will need a better guess than x4? + const float sdlMuls = sdlThetaMulsF * 3.f / ptCut * 4.f; //will need a better guess than x4? drtErr += sdlMuls * sdlMuls * multDzDr * multDzDr / 3.f * coshEta * coshEta; //sloppy: relative muls is 1/3 of total muls drtErr = alpaka::math::sqrt(acc, drtErr); @@ -1931,10 +1933,9 @@ namespace SDL { float dr = alpaka::math::sqrt(acc, tl_axis_x * tl_axis_x + tl_axis_y * tl_axis_y); const float corrF = 1.f; - betaInCut = - alpaka::math::asin( - acc, alpaka::math::min(acc, (-sdIn_dr * corrF + dr) * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + - (0.02f / sdIn_d); + betaInCut = alpaka::math::asin( + acc, alpaka::math::min(acc, (-sdIn_dr * corrF + dr) * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + + (0.02f / sdIn_d); //Cut #6: first beta cut pass = pass and (alpaka::math::abs(acc, betaInRHmin) < betaInCut); @@ -2000,7 +2001,7 @@ namespace SDL { const float dBetaROut2 = dBetaROut * dBetaROut; //FIXME: need faster version - betaOutCut = alpaka::math::asin(acc, alpaka::math::min(acc, dr * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + + betaOutCut = alpaka::math::asin(acc, alpaka::math::min(acc, dr * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + (0.02f / sdOut_d) + alpaka::math::sqrt(acc, dBetaLum2 + dBetaMuls * dBetaMuls); //Cut #6: The real beta cut @@ -2051,7 +2052,8 @@ namespace SDL { float& betaInCut, float& betaOutCut, float& deltaBetaCut, - float& kZ) { + float& kZ, + const float ptCut) { bool pass = true; bool isPS_InLo = (modulesInGPU.moduleType[innerInnerLowerModuleIndex] == SDL::PS); @@ -2066,7 +2068,7 @@ namespace SDL { float z_OutLo = mdsInGPU.anchorZ[thirdMDIndex]; float alpha1GeV_OutLo = - alpaka::math::asin(acc, alpaka::math::min(acc, rt_OutLo * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)); + alpaka::math::asin(acc, alpaka::math::min(acc, rt_OutLo * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)); float rtRatio_OutLoInLo = rt_OutLo / rt_InLo; // Outer segment beginning rt divided by inner segment beginning rt; float dzDrtScale = @@ -2118,7 +2120,7 @@ namespace SDL { kZ = (z_OutLo - z_InLo) / dzSDIn; float sdlThetaMulsF = 0.015f * alpaka::math::sqrt(acc, 0.1f + 0.2f * (rt_OutLo - rt_InLo) / 50.f); - float sdlMuls = sdlThetaMulsF * 3.f / SDL::ptCut * 4.f; //will need a better guess than x4? + float sdlMuls = sdlThetaMulsF * 3.f / ptCut * 4.f; //will need a better guess than x4? float drtErr = alpaka::math::sqrt( acc, @@ -2210,10 +2212,9 @@ namespace SDL { float dr = alpaka::math::sqrt(acc, tl_axis_x * tl_axis_x + tl_axis_y * tl_axis_y); const float corrF = 1.f; - betaInCut = - alpaka::math::asin( - acc, alpaka::math::min(acc, (-sdIn_dr * corrF + dr) * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + - (0.02f / sdIn_d); + betaInCut = alpaka::math::asin( + acc, alpaka::math::min(acc, (-sdIn_dr * corrF + dr) * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + + (0.02f / sdIn_d); //Cut #6: first beta cut pass = pass and (alpaka::math::abs(acc, betaInRHmin) < betaInCut); @@ -2267,7 +2268,7 @@ namespace SDL { float dBetaROut2 = 0; //TODO-RH //FIXME: need faster version - betaOutCut = alpaka::math::asin(acc, alpaka::math::min(acc, dr * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + + betaOutCut = alpaka::math::asin(acc, alpaka::math::min(acc, dr * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + (0.02f / sdOut_d) + alpaka::math::sqrt(acc, dBetaLum2 + dBetaMuls * dBetaMuls); //Cut #6: The real beta cut @@ -2322,7 +2323,8 @@ namespace SDL { float& betaInCut, float& betaOutCut, float& deltaBetaCut, - float& kZ) { + float& kZ, + const float ptCut) { bool pass = false; zLo = -999; @@ -2369,7 +2371,8 @@ namespace SDL { sdlCut, betaInCut, betaOutCut, - deltaBetaCut); + deltaBetaCut, + ptCut); } else if (innerInnerLowerModuleSubdet == SDL::Barrel and innerOuterLowerModuleSubdet == SDL::Barrel and outerInnerLowerModuleSubdet == SDL::Endcap and outerOuterLowerModuleSubdet == SDL::Endcap) { return runQuintupletDefaultAlgoBBEE(acc, @@ -2400,7 +2403,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); } else if (innerInnerLowerModuleSubdet == SDL::Barrel and innerOuterLowerModuleSubdet == SDL::Barrel and outerInnerLowerModuleSubdet == SDL::Barrel and outerOuterLowerModuleSubdet == SDL::Endcap) { return runQuintupletDefaultAlgoBBBB(acc, @@ -2431,7 +2435,8 @@ namespace SDL { sdlCut, betaInCut, betaOutCut, - deltaBetaCut); + deltaBetaCut, + ptCut); } else if (innerInnerLowerModuleSubdet == SDL::Barrel and innerOuterLowerModuleSubdet == SDL::Endcap and outerInnerLowerModuleSubdet == SDL::Endcap and outerOuterLowerModuleSubdet == SDL::Endcap) { return runQuintupletDefaultAlgoBBEE(acc, @@ -2462,7 +2467,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); } else if (innerInnerLowerModuleSubdet == SDL::Endcap and innerOuterLowerModuleSubdet == SDL::Endcap and outerInnerLowerModuleSubdet == SDL::Endcap and outerOuterLowerModuleSubdet == SDL::Endcap) { return runQuintupletDefaultAlgoEEEE(acc, @@ -2493,7 +2499,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); } return pass; @@ -2521,7 +2528,8 @@ namespace SDL { float& rzChiSquared, float& chiSquared, float& nonAnchorChiSquared, - bool& TightCutFlag) { + bool& TightCutFlag, + const float ptCut) { bool pass = true; unsigned int firstSegmentIndex = tripletsInGPU.segmentIndices[2 * innerTripletIndex]; unsigned int secondSegmentIndex = tripletsInGPU.segmentIndices[2 * innerTripletIndex + 1]; @@ -2578,7 +2586,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); if (not pass) return pass; @@ -2613,7 +2622,8 @@ namespace SDL { betaInCut, betaOutCut, deltaBetaCut, - kZ); + kZ, + ptCut); if (not pass) return pass; @@ -2989,7 +2999,8 @@ namespace SDL { struct SDL::triplets tripletsInGPU, struct SDL::quintuplets quintupletsInGPU, struct SDL::objectRanges rangesInGPU, - uint16_t nEligibleT5Modules) const { + uint16_t nEligibleT5Modules, + const float ptCut) const { auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridThreadExtent = alpaka::getWorkDiv(acc); @@ -3044,14 +3055,17 @@ namespace SDL { rzChiSquared, chiSquared, nonAnchorChiSquared, - TightCutFlag); + TightCutFlag, + ptCut); if (success) { int totOccupancyQuintuplets = alpaka::atomicOp(acc, &quintupletsInGPU.totOccupancyQuintuplets[lowerModule1], 1u); if (totOccupancyQuintuplets >= rangesInGPU.quintupletModuleOccupancy[lowerModule1]) { #ifdef Warnings - printf("Quintuplet excess alert! Module index = %d\n", lowerModule1); + printf("Quintuplet excess alert! Module index = %d, Occupancy = %d\n", + lowerModule1, + totOccupancyQuintuplets); #endif } else { int quintupletModuleIndex = @@ -3114,7 +3128,8 @@ namespace SDL { ALPAKA_FN_ACC void operator()(TAcc const& acc, struct SDL::modules modulesInGPU, struct SDL::triplets tripletsInGPU, - struct SDL::objectRanges rangesInGPU) const { + struct SDL::objectRanges rangesInGPU, + const float ptCut) const { auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridThreadExtent = alpaka::getWorkDiv(acc); @@ -3125,8 +3140,24 @@ namespace SDL { nEligibleT5Modulesx = 0; alpaka::syncBlockThreads(acc); - // Initialize variables outside of the for loop. - int occupancy, category_number, eta_number; + // Occupancy matrix for 0.8 GeV pT Cut + constexpr int p08_occupancy_matrix[4][4] = { + {336, 414, 231, 146}, // category 0 + {0, 0, 0, 0}, // category 1 + {0, 0, 0, 0}, // category 2 + {0, 0, 191, 106} // category 3 + }; + + // Occupancy matrix for 0.6 GeV pT Cut, 99.99% + constexpr int p06_occupancy_matrix[4][4] = { + {325, 237, 217, 176}, // category 0 + {0, 0, 0, 0}, // category 1 + {0, 0, 0, 0}, // category 2 + {0, 0, 129, 180} // category 3 + }; + + // Select the appropriate occupancy matrix based on ptCut + const auto& occupancy_matrix = (ptCut < 0.8f) ? p06_occupancy_matrix : p08_occupancy_matrix; for (int i = globalThreadIdx[2]; i < *modulesInGPU.nLowerModules; i += gridThreadExtent[2]) { // Condition for a quintuple to exist for a module @@ -3145,52 +3176,18 @@ namespace SDL { int nEligibleT5Modules = alpaka::atomicOp(acc, &nEligibleT5Modulesx, 1); - if (module_layers <= 3 && module_subdets == 5) - category_number = 0; - else if (module_layers >= 4 && module_subdets == 5) - category_number = 1; - else if (module_layers <= 2 && module_subdets == 4 && module_rings >= 11) - category_number = 2; - else if (module_layers >= 3 && module_subdets == 4 && module_rings >= 8) - category_number = 2; - else if (module_layers <= 2 && module_subdets == 4 && module_rings <= 10) - category_number = 3; - else if (module_layers >= 3 && module_subdets == 4 && module_rings <= 7) - category_number = 3; - else - category_number = -1; - - if (module_eta < 0.75) - eta_number = 0; - else if (module_eta > 0.75 && module_eta < 1.5) - eta_number = 1; - else if (module_eta > 1.5 && module_eta < 2.25) - eta_number = 2; - else if (module_eta > 2.25 && module_eta < 3) - eta_number = 3; - else - eta_number = -1; - - if (category_number == 0 && eta_number == 0) - occupancy = 336; - else if (category_number == 0 && eta_number == 1) - occupancy = 414; - else if (category_number == 0 && eta_number == 2) - occupancy = 231; - else if (category_number == 0 && eta_number == 3) - occupancy = 146; - else if (category_number == 3 && eta_number == 1) - occupancy = 0; - else if (category_number == 3 && eta_number == 2) - occupancy = 191; - else if (category_number == 3 && eta_number == 3) - occupancy = 106; - else { - occupancy = 0; + int category_number = SDL::getCategoryNumber(module_layers, module_subdets, module_rings); + int eta_number = SDL::getEtaBin(module_eta); + + int occupancy = 0; + if (category_number != -1 && eta_number != -1) { + occupancy = occupancy_matrix[category_number][eta_number]; + } #ifdef Warnings + else { printf("Unhandled case in createEligibleModulesListForQuintupletsGPU! Module index = %i\n", i); -#endif } +#endif int nTotQ = alpaka::atomicOp(acc, &nTotalQuintupletsx, occupancy); rangesInGPU.quintupletModuleIndices[i] = nTotQ; diff --git a/RecoTracker/LSTCore/src/alpaka/Segment.h b/RecoTracker/LSTCore/src/alpaka/Segment.h index c3d795bd8cc5f..e949245be68b0 100644 --- a/RecoTracker/LSTCore/src/alpaka/Segment.h +++ b/RecoTracker/LSTCore/src/alpaka/Segment.h @@ -271,7 +271,8 @@ namespace SDL { uint16_t& innerLowerModuleIndex, uint16_t& outerLowerModuleIndex, unsigned int& innerMDIndex, - unsigned int& outerMDIndex) { + unsigned int& outerMDIndex, + const float ptCut) { float sdMuls = (modulesInGPU.subdets[innerLowerModuleIndex] == SDL::Barrel) ? miniMulsPtScaleBarrel[modulesInGPU.layers[innerLowerModuleIndex] - 1] * 3.f / ptCut : miniMulsPtScaleEndcap[modulesInGPU.layers[innerLowerModuleIndex] - 1] * 3.f / ptCut; @@ -472,7 +473,8 @@ namespace SDL { float& sdCut, float& dAlphaInnerMDSegmentThreshold, float& dAlphaOuterMDSegmentThreshold, - float& dAlphaInnerMDOuterMDThreshold) { + float& dAlphaInnerMDOuterMDThreshold, + const float ptCut) { bool pass = true; float sdMuls = (modulesInGPU.subdets[innerLowerModuleIndex] == SDL::Barrel) @@ -535,7 +537,8 @@ namespace SDL { innerLowerModuleIndex, outerLowerModuleIndex, innerMDIndex, - outerMDIndex); + outerMDIndex, + ptCut); float innerMDAlpha = mdsInGPU.dphichanges[innerMDIndex]; float outerMDAlpha = mdsInGPU.dphichanges[outerMDIndex]; @@ -584,7 +587,8 @@ namespace SDL { float& dAlphaInnerMDSegmentThreshold, float& dAlphaOuterMDSegmentThreshold, float& dAlphaInnerMDOuterMDThreshold, - float& dAlphaInnerMDOuterMD) { + float& dAlphaInnerMDOuterMD, + const float ptCut) { bool pass = true; float xIn, yIn; @@ -675,7 +679,8 @@ namespace SDL { innerLowerModuleIndex, outerLowerModuleIndex, innerMDIndex, - outerMDIndex); + outerMDIndex, + ptCut); dAlphaInnerMDSegmentThreshold = dAlphaThresholdValues[0]; dAlphaOuterMDSegmentThreshold = dAlphaThresholdValues[1]; @@ -726,7 +731,8 @@ namespace SDL { float& sdCut, float& dAlphaInnerMDSegmentThreshold, float& dAlphaOuterMDSegmentThreshold, - float& dAlphaInnerMDOuterMDThreshold) { + float& dAlphaInnerMDOuterMDThreshold, + const float ptCut) { zLo = -999.f; zHi = -999.f; rtLo = -999.f; @@ -759,7 +765,8 @@ namespace SDL { sdCut, dAlphaInnerMDSegmentThreshold, dAlphaOuterMDSegmentThreshold, - dAlphaInnerMDOuterMDThreshold); + dAlphaInnerMDOuterMDThreshold, + ptCut); } else { return runSegmentDefaultAlgoEndcap(acc, modulesInGPU, @@ -786,7 +793,8 @@ namespace SDL { sdCut, dAlphaInnerMDSegmentThreshold, dAlphaOuterMDSegmentThreshold, - dAlphaInnerMDOuterMDThreshold); + dAlphaInnerMDOuterMDThreshold, + ptCut); } }; @@ -796,7 +804,8 @@ namespace SDL { struct SDL::modules modulesInGPU, struct SDL::miniDoublets mdsInGPU, struct SDL::segments segmentsInGPU, - struct SDL::objectRanges rangesInGPU) const { + struct SDL::objectRanges rangesInGPU, + const float ptCut) const { auto const globalBlockIdx = alpaka::getIdx(acc); auto const blockThreadIdx = alpaka::getIdx(acc); auto const gridBlockExtent = alpaka::getWorkDiv(acc); @@ -868,14 +877,17 @@ namespace SDL { sdCut, dAlphaInnerMDSegmentThreshold, dAlphaOuterMDSegmentThreshold, - dAlphaInnerMDOuterMDThreshold); + dAlphaInnerMDOuterMDThreshold, + ptCut); if (pass) { unsigned int totOccupancySegments = alpaka::atomicOp( acc, &segmentsInGPU.totOccupancySegments[innerLowerModuleIndex], 1u); if (static_cast(totOccupancySegments) >= rangesInGPU.segmentModuleOccupancy[innerLowerModuleIndex]) { #ifdef Warnings - printf("Segment excess alert! Module index = %d\n", innerLowerModuleIndex); + printf("Segment excess alert! Module index = %d, Occupancy = %d\n", + innerLowerModuleIndex, + totOccupancySegments); #endif } else { unsigned int segmentModuleIdx = @@ -909,7 +921,8 @@ namespace SDL { ALPAKA_FN_ACC void operator()(TAcc const& acc, struct SDL::modules modulesInGPU, struct SDL::objectRanges rangesInGPU, - struct SDL::miniDoublets mdsInGPU) const { + struct SDL::miniDoublets mdsInGPU, + const float ptCut) const { auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridThreadExtent = alpaka::getWorkDiv(acc); @@ -918,8 +931,24 @@ namespace SDL { nTotalSegments = 0; alpaka::syncBlockThreads(acc); - // Initialize variables outside of the for loop. - int occupancy, category_number, eta_number; + // Occupancy matrix for 0.8 GeV pT Cut + constexpr int p08_occupancy_matrix[4][4] = { + {572, 300, 183, 62}, // category 0 + {191, 128, 0, 0}, // category 1 + {0, 107, 102, 0}, // category 2 + {0, 64, 79, 85} // category 3 + }; + + // Occupancy matrix for 0.6 GeV pT Cut, 99.9% + constexpr int p06_occupancy_matrix[4][4] = { + {936, 351, 256, 61}, // category 0 + {1358, 763, 0, 0}, // category 1 + {0, 210, 268, 0}, // category 2 + {0, 60, 97, 96} // category 3 + }; + + // Select the appropriate occupancy matrix based on ptCut + const auto& occupancy_matrix = (ptCut < 0.8f) ? p06_occupancy_matrix : p08_occupancy_matrix; for (uint16_t i = globalThreadIdx[2]; i < *modulesInGPU.nLowerModules; i += gridThreadExtent[2]) { if (modulesInGPU.nConnectedModules[i] == 0) { @@ -933,60 +962,18 @@ namespace SDL { short module_subdets = modulesInGPU.subdets[i]; float module_eta = alpaka::math::abs(acc, modulesInGPU.eta[i]); - if (module_layers <= 3 && module_subdets == 5) - category_number = 0; - else if (module_layers >= 4 && module_subdets == 5) - category_number = 1; - else if (module_layers <= 2 && module_subdets == 4 && module_rings >= 11) - category_number = 2; - else if (module_layers >= 3 && module_subdets == 4 && module_rings >= 8) - category_number = 2; - else if (module_layers <= 2 && module_subdets == 4 && module_rings <= 10) - category_number = 3; - else if (module_layers >= 3 && module_subdets == 4 && module_rings <= 7) - category_number = 3; - else - category_number = -1; - - if (module_eta < 0.75) - eta_number = 0; - else if (module_eta > 0.75 && module_eta < 1.5) - eta_number = 1; - else if (module_eta > 1.5 && module_eta < 2.25) - eta_number = 2; - else if (module_eta > 2.25 && module_eta < 3) - eta_number = 3; - else - eta_number = -1; - - if (category_number == 0 && eta_number == 0) - occupancy = 572; - else if (category_number == 0 && eta_number == 1) - occupancy = 300; - else if (category_number == 0 && eta_number == 2) - occupancy = 183; - else if (category_number == 0 && eta_number == 3) - occupancy = 62; - else if (category_number == 1 && eta_number == 0) - occupancy = 191; - else if (category_number == 1 && eta_number == 1) - occupancy = 128; - else if (category_number == 2 && eta_number == 1) - occupancy = 107; - else if (category_number == 2 && eta_number == 2) - occupancy = 102; - else if (category_number == 3 && eta_number == 1) - occupancy = 64; - else if (category_number == 3 && eta_number == 2) - occupancy = 79; - else if (category_number == 3 && eta_number == 3) - occupancy = 85; - else { - occupancy = 0; + int category_number = SDL::getCategoryNumber(module_layers, module_subdets, module_rings); + int eta_number = SDL::getEtaBin(module_eta); + + int occupancy = 0; + if (category_number != -1 && eta_number != -1) { + occupancy = occupancy_matrix[category_number][eta_number]; + } #ifdef Warnings + else { printf("Unhandled case in createSegmentArrayRanges! Module index = %i\n", i); -#endif } +#endif int nTotSegs = alpaka::atomicOp(acc, &nTotalSegments, occupancy); rangesInGPU.segmentModuleIndices[i] = nTotSegs; diff --git a/RecoTracker/LSTCore/src/alpaka/Triplet.h b/RecoTracker/LSTCore/src/alpaka/Triplet.h index 1dfdbd5e9a900..f0030124c7c27 100644 --- a/RecoTracker/LSTCore/src/alpaka/Triplet.h +++ b/RecoTracker/LSTCore/src/alpaka/Triplet.h @@ -307,7 +307,8 @@ namespace SDL { float& rtOut, unsigned int& innerSegmentIndex, float& betaIn, - float& betaInCut) { + float& betaInCut, + const float ptCut) { bool pass = true; bool isPSIn = (modulesInGPU.moduleType[innerInnerLowerModuleIndex] == SDL::PS); bool isPSOut = (modulesInGPU.moduleType[outerOuterLowerModuleIndex] == SDL::PS); @@ -321,7 +322,7 @@ namespace SDL { zOut = mdsInGPU.anchorZ[thirdMDIndex]; float alpha1GeVOut = - alpaka::math::asin(acc, alpaka::math::min(acc, rtOut * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)); + alpaka::math::asin(acc, alpaka::math::min(acc, rtOut * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)); float rtRatio_OutIn = rtOut / rtIn; // Outer segment beginning rt divided by inner segment beginning rt; float dzDrtScale = alpaka::math::tan(acc, alpha1GeVOut) / alpha1GeVOut; // The track can bend in r-z plane slightly @@ -351,15 +352,14 @@ namespace SDL { float sdlThetaMulsF = 0.015f * alpaka::math::sqrt(acc, 0.1f + 0.2f * (rtOut - rtIn) / 50.f) * alpaka::math::sqrt(acc, r3In / rtIn); - float sdlMuls = sdlThetaMulsF * 3.f / SDL::ptCut * 4.f; // will need a better guess than x4? + float sdlMuls = sdlThetaMulsF * 3.f / ptCut * 4.f; // will need a better guess than x4? dzErr += sdlMuls * sdlMuls * drt_OutIn * drt_OutIn / 3.f * coshEta * coshEta; //sloppy dzErr = alpaka::math::sqrt(acc, dzErr); // Constructing upper and lower bound const float dzMean = dz_InSeg / drt_InSeg * drt_OutIn; - const float zWindow = - dzErr / drt_InSeg * drt_OutIn + - (zpitchIn + zpitchOut); //FIXME for SDL::ptCut lower than ~0.8 need to add curv path correction + const float zWindow = dzErr / drt_InSeg * drt_OutIn + + (zpitchIn + zpitchOut); //FIXME for ptCut lower than ~0.8 need to add curv path correction const float zLoPointed = zIn + dzMean * (zIn > 0.f ? 1.f : dzDrtScale) - zWindow; const float zHiPointed = zIn + dzMean * (zIn < 0.f ? 1.f : dzDrtScale) + zWindow; @@ -386,7 +386,7 @@ namespace SDL { (mdsInGPU.anchorY[secondMDIndex] - mdsInGPU.anchorY[firstMDIndex])); betaInCut = alpaka::math::asin( - acc, alpaka::math::min(acc, (-rt_InSeg + drt_tl_axis) * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + + acc, alpaka::math::min(acc, (-rt_InSeg + drt_tl_axis) * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + (0.02f / drt_InSeg); //Cut #3: first beta cut @@ -412,7 +412,8 @@ namespace SDL { unsigned int& innerSegmentIndex, unsigned int& outerSegmentIndex, float& betaIn, - float& betaInCut) { + float& betaInCut, + const float ptCut) { bool pass = true; bool isPSIn = (modulesInGPU.moduleType[innerInnerLowerModuleIndex] == SDL::PS); @@ -427,7 +428,7 @@ namespace SDL { zOut = mdsInGPU.anchorZ[thirdMDIndex]; float alpha1GeV_OutLo = - alpaka::math::asin(acc, alpaka::math::min(acc, rtOut * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)); + alpaka::math::asin(acc, alpaka::math::min(acc, rtOut * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)); float dzDrtScale = alpaka::math::tan(acc, alpha1GeV_OutLo) / alpha1GeV_OutLo; // The track can bend in r-z plane slightly @@ -475,7 +476,7 @@ namespace SDL { zGeom1_another * zGeom1_another * drtSDIn * drtSDIn / dzSDIn / dzSDIn * (1.f - 2.f * kZ + 2.f * kZ * kZ); const float sdlThetaMulsF = 0.015f * alpaka::math::sqrt(acc, 0.1f + 0.2 * (rtOut - rtIn) / 50.f) * alpaka::math::sqrt(acc, rIn / rtIn); - const float sdlMuls = sdlThetaMulsF * 3.f / SDL::ptCut * 4.f; //will need a better guess than x4? + const float sdlMuls = sdlThetaMulsF * 3.f / ptCut * 4.f; //will need a better guess than x4? drtErr += sdlMuls * sdlMuls * multDzDr * multDzDr / 3.f * coshEta * coshEta; //sloppy: relative muls is 1/3 of total muls drtErr = alpaka::math::sqrt(acc, drtErr); @@ -513,9 +514,9 @@ namespace SDL { float sdIn_d = rt_InOut - rt_InLo; float dr = alpaka::math::sqrt(acc, tl_axis_x * tl_axis_x + tl_axis_y * tl_axis_y); - betaInCut = alpaka::math::asin( - acc, alpaka::math::min(acc, (-sdIn_dr + dr) * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + - (0.02f / sdIn_d); + betaInCut = + alpaka::math::asin(acc, alpaka::math::min(acc, (-sdIn_dr + dr) * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + + (0.02f / sdIn_d); //Cut #4: first beta cut pass = pass and (alpaka::math::abs(acc, betaInRHmin) < betaInCut); @@ -538,7 +539,8 @@ namespace SDL { unsigned int& innerSegmentIndex, unsigned int& outerSegmentIndex, float& betaIn, - float& betaInCut) { + float& betaInCut, + const float ptCut) { bool pass = true; float rtIn = mdsInGPU.anchorRt[firstMDIndex]; @@ -550,7 +552,7 @@ namespace SDL { zOut = mdsInGPU.anchorZ[thirdMDIndex]; float alpha1GeV_Out = - alpaka::math::asin(acc, alpaka::math::min(acc, rtOut * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)); + alpaka::math::asin(acc, alpaka::math::min(acc, rtOut * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)); float dzDrtScale = alpaka::math::tan(acc, alpha1GeV_Out) / alpha1GeV_Out; // The track can bend in r-z plane slightly @@ -591,7 +593,7 @@ namespace SDL { float kZ = (zOut - zIn) / dzSDIn; float sdlThetaMulsF = 0.015f * alpaka::math::sqrt(acc, 0.1f + 0.2f * (rtOut - rtIn) / 50.f); - float sdlMuls = sdlThetaMulsF * 3.f / SDL::ptCut * 4.f; //will need a better guess than x4? + float sdlMuls = sdlThetaMulsF * 3.f / ptCut * 4.f; //will need a better guess than x4? float drtErr = alpaka::math::sqrt( acc, @@ -640,9 +642,9 @@ namespace SDL { float sdIn_d = rt_InOut - rt_InLo; float dr = alpaka::math::sqrt(acc, tl_axis_x * tl_axis_x + tl_axis_y * tl_axis_y); - betaInCut = alpaka::math::asin( - acc, alpaka::math::min(acc, (-sdIn_dr + dr) * SDL::k2Rinv1GeVf / SDL::ptCut, SDL::sinAlphaMax)) + - (0.02f / sdIn_d); + betaInCut = + alpaka::math::asin(acc, alpaka::math::min(acc, (-sdIn_dr + dr) * SDL::k2Rinv1GeVf / ptCut, SDL::sinAlphaMax)) + + (0.02f / sdIn_d); //Cut #4: first beta cut pass = pass and (alpaka::math::abs(acc, betaInRHmin) < betaInCut); @@ -666,7 +668,8 @@ namespace SDL { unsigned int& innerSegmentIndex, unsigned int& outerSegmentIndex, float& betaIn, - float& betaInCut) { + float& betaInCut, + const float ptCut) { short innerInnerLowerModuleSubdet = modulesInGPU.subdets[innerInnerLowerModuleIndex]; short middleLowerModuleSubdet = modulesInGPU.subdets[middleLowerModuleIndex]; short outerOuterLowerModuleSubdet = modulesInGPU.subdets[outerOuterLowerModuleIndex]; @@ -687,7 +690,8 @@ namespace SDL { rtOut, innerSegmentIndex, betaIn, - betaInCut); + betaInCut, + ptCut); } else if (innerInnerLowerModuleSubdet == SDL::Barrel and middleLowerModuleSubdet == SDL::Barrel and outerOuterLowerModuleSubdet == SDL::Endcap) { return passPointingConstraintBBE(acc, @@ -706,7 +710,8 @@ namespace SDL { innerSegmentIndex, outerSegmentIndex, betaIn, - betaInCut); + betaInCut, + ptCut); } else if (innerInnerLowerModuleSubdet == SDL::Barrel and middleLowerModuleSubdet == SDL::Endcap and outerOuterLowerModuleSubdet == SDL::Endcap) { return passPointingConstraintBBE(acc, @@ -725,7 +730,8 @@ namespace SDL { innerSegmentIndex, outerSegmentIndex, betaIn, - betaInCut); + betaInCut, + ptCut); } @@ -746,7 +752,8 @@ namespace SDL { innerSegmentIndex, outerSegmentIndex, betaIn, - betaInCut); + betaInCut, + ptCut); } return false; // failsafe }; @@ -811,7 +818,8 @@ namespace SDL { float& zLoPointed, float& zHiPointed, float& sdlCut, - float& betaInCut) { + float& betaInCut, + const float ptCut) { bool pass = true; //this cut reduces the number of candidates by a factor of 4, i.e., 3 out of 4 warps can end right here! if (segmentsInGPU.mdIndices[2 * innerSegmentIndex + 1] != segmentsInGPU.mdIndices[2 * outerSegmentIndex]) @@ -849,7 +857,8 @@ namespace SDL { innerSegmentIndex, outerSegmentIndex, betaIn, - betaInCut)); + betaInCut, + ptCut)); if (not pass) return pass; @@ -873,7 +882,8 @@ namespace SDL { struct SDL::triplets tripletsInGPU, struct SDL::objectRanges rangesInGPU, uint16_t* index_gpu, - uint16_t nonZeroModules) const { + uint16_t nonZeroModules, + const float ptCut) const { auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridThreadExtent = alpaka::getWorkDiv(acc); @@ -931,7 +941,8 @@ namespace SDL { zLoPointed, zHiPointed, sdlCut, - betaInCut); + betaInCut, + ptCut); if (success) { unsigned int totOccupancyTriplets = alpaka::atomicOp( @@ -939,7 +950,9 @@ namespace SDL { if (static_cast(totOccupancyTriplets) >= rangesInGPU.tripletModuleOccupancy[innerInnerLowerModuleIndex]) { #ifdef Warnings - printf("Triplet excess alert! Module index = %d\n", innerInnerLowerModuleIndex); + printf("Triplet excess alert! Module index = %d, Occupancy = %d\n", + innerInnerLowerModuleIndex, + totOccupancyTriplets); #endif } else { unsigned int tripletModuleIndex = @@ -1002,7 +1015,8 @@ namespace SDL { ALPAKA_FN_ACC void operator()(TAcc const& acc, struct SDL::modules modulesInGPU, struct SDL::objectRanges rangesInGPU, - struct SDL::segments segmentsInGPU) const { + struct SDL::segments segmentsInGPU, + const float ptCut) const { auto const globalThreadIdx = alpaka::getIdx(acc); auto const gridThreadExtent = alpaka::getWorkDiv(acc); @@ -1011,8 +1025,24 @@ namespace SDL { nTotalTriplets = 0; alpaka::syncBlockThreads(acc); - // Initialize variables outside of the for loop. - int occupancy, category_number, eta_number; + // Occupancy matrix for 0.8 GeV pT Cut + constexpr int p08_occupancy_matrix[4][4] = { + {543, 235, 88, 46}, // category 0 + {755, 347, 0, 0}, // category 1 + {0, 0, 0, 0}, // category 2 + {0, 38, 46, 39} // category 3 + }; + + // Occupancy matrix for 0.6 GeV pT Cut, 99.9% + constexpr int p06_occupancy_matrix[4][4] = { + {1146, 544, 216, 83}, // category 0 + {1032, 275, 0, 0}, // category 1 + {0, 0, 0, 0}, // category 2 + {0, 115, 110, 76} // category 3 + }; + + // Select the appropriate occupancy matrix based on ptCut + const auto& occupancy_matrix = (ptCut < 0.8f) ? p06_occupancy_matrix : p08_occupancy_matrix; for (uint16_t i = globalThreadIdx[2]; i < *modulesInGPU.nLowerModules; i += gridThreadExtent[2]) { if (segmentsInGPU.nSegments[i] == 0) { @@ -1026,60 +1056,18 @@ namespace SDL { short module_subdets = modulesInGPU.subdets[i]; float module_eta = alpaka::math::abs(acc, modulesInGPU.eta[i]); - if (module_layers <= 3 && module_subdets == 5) - category_number = 0; - else if (module_layers >= 4 && module_subdets == 5) - category_number = 1; - else if (module_layers <= 2 && module_subdets == 4 && module_rings >= 11) - category_number = 2; - else if (module_layers >= 3 && module_subdets == 4 && module_rings >= 8) - category_number = 2; - else if (module_layers <= 2 && module_subdets == 4 && module_rings <= 10) - category_number = 3; - else if (module_layers >= 3 && module_subdets == 4 && module_rings <= 7) - category_number = 3; - else - category_number = -1; - - if (module_eta < 0.75) - eta_number = 0; - else if (module_eta > 0.75 && module_eta < 1.5) - eta_number = 1; - else if (module_eta > 1.5 && module_eta < 2.25) - eta_number = 2; - else if (module_eta > 2.25 && module_eta < 3) - eta_number = 3; - else - eta_number = -1; - - if (category_number == 0 && eta_number == 0) - occupancy = 543; - else if (category_number == 0 && eta_number == 1) - occupancy = 235; - else if (category_number == 0 && eta_number == 2) - occupancy = 88; - else if (category_number == 0 && eta_number == 3) - occupancy = 46; - else if (category_number == 1 && eta_number == 0) - occupancy = 755; - else if (category_number == 1 && eta_number == 1) - occupancy = 347; - else if (category_number == 2 && eta_number == 1) - occupancy = 0; - else if (category_number == 2 && eta_number == 2) - occupancy = 0; - else if (category_number == 3 && eta_number == 1) - occupancy = 38; - else if (category_number == 3 && eta_number == 2) - occupancy = 46; - else if (category_number == 3 && eta_number == 3) - occupancy = 39; - else { - occupancy = 0; + int category_number = SDL::getCategoryNumber(module_layers, module_subdets, module_rings); + int eta_number = SDL::getEtaBin(module_eta); + + int occupancy = 0; + if (category_number != -1 && eta_number != -1) { + occupancy = occupancy_matrix[category_number][eta_number]; + } #ifdef Warnings + else { printf("Unhandled case in createTripletArrayRanges! Module index = %i\n", i); -#endif } +#endif rangesInGPU.tripletModuleOccupancy[i] = occupancy; unsigned int nTotT = alpaka::atomicOp(acc, &nTotalTriplets, occupancy); diff --git a/RecoTracker/LSTCore/standalone/.gitignore b/RecoTracker/LSTCore/standalone/.gitignore index aae6f2984e8cc..6411d674967ac 100644 --- a/RecoTracker/LSTCore/standalone/.gitignore +++ b/RecoTracker/LSTCore/standalone/.gitignore @@ -9,6 +9,7 @@ plots_*/ scripts/moduleconnection*.txt *.root .make.log* +performance* bin/doAnalysis bin/sdl bin/sdl_cuda diff --git a/RecoTracker/LSTCore/standalone/Makefile b/RecoTracker/LSTCore/standalone/Makefile index 4e8071b3e7a80..9ec50a5b7596a 100644 --- a/RecoTracker/LSTCore/standalone/Makefile +++ b/RecoTracker/LSTCore/standalone/Makefile @@ -25,7 +25,6 @@ ALPAKA_CUDA = -DALPAKA_ACC_GPU_CUDA_ENABLED -DALPAKA_HOST_ONLY ALPAKA_ROCM = -DALPAKA_ACC_GPU_HIP_ENABLED -DALPAKA_HOST_ONLY -DALPAKA_DISABLE_VENDOR_RNG -D__HIP_PLATFORM_HCC__ -D__HIP_PLATFORM_AMD__ EXTRAFLAGS = -ITMultiDrawTreePlayer -Wunused-variable -lTMVA -lEG -lGenVector -lXMLIO -lMLP -lTreePlayer -fopenmp DOQUINTUPLET = -PTCUTFLAG = CUTVALUEFLAG = CUTVALUEFLAG_FLAGS = -DCUT_VALUE_DEBUG @@ -47,20 +46,20 @@ cutvalue_primitive: rooutil efficiency $(EXES) bin/sdl_cpu: SDLLIB=-lsdl_cpu bin/sdl_cpu: bin/sdl_cpu.o $(OBJECTS_CPU) - $(CXX) $(LDFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $^ $(ROOTLIBS) $(PTCUTFLAG) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CPU) -o $@ + $(CXX) $(LDFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $^ $(ROOTLIBS) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CPU) -o $@ bin/sdl_cuda: SDLLIB=-lsdl_cuda bin/sdl_cuda: bin/sdl_cuda.o $(OBJECTS_CUDA) - $(CXX) $(LDFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $^ $(ROOTLIBS) $(PTCUTFLAG) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CUDA) $(LDFLAGS_CUDA) -o $@ + $(CXX) $(LDFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $^ $(ROOTLIBS) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CUDA) $(LDFLAGS_CUDA) -o $@ bin/sdl_rocm: SDLLIB=-lsdl_rocm bin/sdl_rocm: bin/sdl_rocm.o $(OBJECTS_ROCM) - $(CXX) $(LDFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $^ $(ROOTLIBS) $(PTCUTFLAG) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_ROCM) $(LDFLAGS_ROCM) -o $@ + $(CXX) $(LDFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $^ $(ROOTLIBS) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_ROCM) $(LDFLAGS_ROCM) -o $@ %_cpu.o: %.cc rooutil - $(CXX) $(CXXFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $(PTCUTFLAG) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CPU) $< -c -o $@ + $(CXX) $(CXXFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CPU) $< -c -o $@ %_cuda.o: %.cc rooutil - $(CXX) $(CXXFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $(PTCUTFLAG) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CUDA) $(CUDAINCLUDE) $< -c -o $@ + $(CXX) $(CXXFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_CUDA) $(CUDAINCLUDE) $< -c -o $@ %_rocm.o: %.cc rooutil - $(CXX) $(CXXFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $(PTCUTFLAG) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_ROCM) $(ROCMINCLUDE) $< -c -o $@ + $(CXX) $(CXXFLAGS) $(EXTRAFLAGS) $(INCLUDEFLAGS) $(ALPAKAFLAGS) $(CUTVALUEFLAG) $(PRIMITIVEFLAG) $(DOQUINTUPLET) $(ALPAKA_ROCM) $(ROCMINCLUDE) $< -c -o $@ rooutil: $(MAKE) -C code/rooutil/ diff --git a/RecoTracker/LSTCore/standalone/SDL/Makefile b/RecoTracker/LSTCore/standalone/SDL/Makefile index df2fbb6d9f8af..6ae7f702cbb6c 100644 --- a/RecoTracker/LSTCore/standalone/SDL/Makefile +++ b/RecoTracker/LSTCore/standalone/SDL/Makefile @@ -59,7 +59,6 @@ ROOTCFLAGS = -pthread -m64 $(ROOTINCLUDE) PRINTFLAG = -DT4FromT3 DUPLICATES = -DDUP_pLS -DDUP_T5 -DDUP_pT5 -DDUP_pT3 -DCrossclean_T5 -DCrossclean_pT3 #-DFP16_Base CACHEFLAG = -PTCUTFLAG = LSTWARNINGSFLAG = CMSSW_WERRORS_CPU = -Werror=pointer-arith -Werror=overlength-strings -Werror=return-type -Werror=missing-braces -Werror=unused-value -Werror=unused-label \ -Werror=address -Werror=format -Werror=sign-compare -Werror=write-strings -Werror=delete-non-virtual-dtor -Werror=strict-aliasing -Werror=narrowing \ @@ -91,13 +90,13 @@ CUTVALUEFLAG = CUTVALUEFLAG_FLAGS = -DCUT_VALUE_DEBUG %_cpu.o: ../../src/alpaka/%.dev.cc - $(COMPILE_CMD_CPU) $(CXXFLAGS_CPU) $(ROOTINCLUDE) $(PRINTFLAG) $(CACHEFLAG) $(CUTVALUEFLAG) $(LSTWARNINGSFLAG) $(CMSSW_WERRORS_CPU) $(T5CUTFLAGS) $(PTCUTFLAG) $(DUPLICATES) $(ALPAKAINCLUDE) $(ALPAKABACKEND_CPU) $< -o $@ + $(COMPILE_CMD_CPU) $(CXXFLAGS_CPU) $(ROOTINCLUDE) $(PRINTFLAG) $(CACHEFLAG) $(CUTVALUEFLAG) $(LSTWARNINGSFLAG) $(CMSSW_WERRORS_CPU) $(T5CUTFLAGS) $(DUPLICATES) $(ALPAKAINCLUDE) $(ALPAKABACKEND_CPU) $< -o $@ %_cuda.o: ../../src/alpaka/%.dev.cc - $(COMPILE_CMD_CUDA) $(CXXFLAGS_CUDA) $(ROOTINCLUDE) $(PRINTFLAG) $(CACHEFLAG) $(CUTVALUEFLAG) $(LSTWARNINGSFLAG) $(CMSSW_WERRORS_CUDA) $(T5CUTFLAGS) $(PTCUTFLAG) $(DUPLICATES) $(ALPAKAINCLUDE) $(ALPAKABACKEND_CUDA) $< -o $@ + $(COMPILE_CMD_CUDA) $(CXXFLAGS_CUDA) $(ROOTINCLUDE) $(PRINTFLAG) $(CACHEFLAG) $(CUTVALUEFLAG) $(LSTWARNINGSFLAG) $(CMSSW_WERRORS_CUDA) $(T5CUTFLAGS) $(DUPLICATES) $(ALPAKAINCLUDE) $(ALPAKABACKEND_CUDA) $< -o $@ %_rocm.o: ../../src/alpaka/%.dev.cc - $(COMPILE_CMD_ROCM) $(CXXFLAGS_ROCM) $(ROOTINCLUDE) $(PRINTFLAG) $(CACHEFLAG) $(CUTVALUEFLAG) $(LSTWARNINGSFLAG) $(CMSSW_WERRORS_ROCM) $(T5CUTFLAGS) $(PTCUTFLAG) $(DUPLICATES) $(ALPAKAINCLUDE) $(ALPAKABACKEND_ROCM) $< -o $@ + $(COMPILE_CMD_ROCM) $(CXXFLAGS_ROCM) $(ROOTINCLUDE) $(PRINTFLAG) $(CACHEFLAG) $(CUTVALUEFLAG) $(LSTWARNINGSFLAG) $(CMSSW_WERRORS_ROCM) $(T5CUTFLAGS) $(DUPLICATES) $(ALPAKAINCLUDE) $(ALPAKABACKEND_ROCM) $< -o $@ $(LIB_CPU): $(CCOBJECTS_CPU) $(LSTOBJECTS_CPU) $(LD_CPU) $(SOFLAGS_CPU) $^ -o $@ diff --git a/RecoTracker/LSTCore/standalone/analysis/occupancy/compute_occupancies.ipynb b/RecoTracker/LSTCore/standalone/analysis/occupancy/compute_occupancies.ipynb new file mode 100644 index 0000000000000..df203bd0facea --- /dev/null +++ b/RecoTracker/LSTCore/standalone/analysis/occupancy/compute_occupancies.ipynb @@ -0,0 +1,586 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import uproot\n", + "import numpy as np\n", + "\n", + "def load_root_file(file_path, branches=None, print_branches=False):\n", + " all_branches = {}\n", + " with uproot.open(file_path) as file:\n", + " tree = file[\"tree\"]\n", + " # Load all ROOT branches into array if not specified\n", + " if branches is None:\n", + " branches = tree.keys()\n", + " # Option to print the branch names\n", + " if print_branches:\n", + " print(\"Branches:\", branches)\n", + " # Each branch is added to the dictionary\n", + " for branch in branches:\n", + " all_branches[branch] = tree[branch].array(library=\"np\")\n", + " return all_branches\n", + "\n", + "# Branches relevant to the occupancy selections\n", + "mod_occ_branches = ['module_layers', 'module_subdets', 'module_rings', 'module_eta',\n", + " 'md_occupancies', 'sg_occupancies', 't3_occupancies', 't5_occupancies']\n", + "\n", + "# Root file generated with compile -d option turned on to generate relevant occupancy branches\n", + "file_path = \"occ_1000_p06.root\"\n", + "branches = load_root_file(file_path, mod_occ_branches)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "events = np.shape(branches['module_layers'])[0]\n", + "\n", + "module_layers = np.concatenate(branches['module_layers'])\n", + "module_subdets = np.concatenate(branches['module_subdets'])\n", + "module_rings = np.concatenate(branches['module_rings'])\n", + "module_eta = np.abs(np.concatenate(branches['module_eta']))\n", + "\n", + "category_numbers = np.full_like(module_layers, -1)\n", + "\n", + "# Different category masks\n", + "mask1 = (module_layers <= 3) & (module_subdets == 5)\n", + "mask2 = (module_layers >= 4) & (module_subdets == 5)\n", + "mask3 = (module_layers <= 2) & (module_subdets == 4) & (module_rings >= 11)\n", + "mask4 = (module_layers >= 3) & (module_subdets == 4) & (module_rings >= 8)\n", + "mask5 = (module_layers <= 2) & (module_subdets == 4) & (module_rings <= 10)\n", + "mask6 = (module_layers >= 3) & (module_subdets == 4) & (module_rings <= 7)\n", + "\n", + "category_numbers[mask1] = 0\n", + "category_numbers[mask2] = 1\n", + "category_numbers[mask3 | mask4] = 2\n", + "category_numbers[mask5 | mask6] = 3\n", + "\n", + "eta_numbers = np.full_like(module_eta, -1)\n", + "\n", + "# Different eta masks\n", + "eta_numbers[module_eta < 0.75] = 0\n", + "eta_numbers[(module_eta >= 0.75) & (module_eta < 1.5)] = 1\n", + "eta_numbers[(module_eta >= 1.5) & (module_eta < 2.25)] = 2\n", + "eta_numbers[(module_eta >= 2.25) & (module_eta < 3)] = 3\n", + "\n", + "# Split the arrays back into event-wise lists\n", + "split_indices = np.cumsum([len(x) for x in branches['module_layers'][:-1]])\n", + "\n", + "category_numbers_split = np.split(category_numbers, split_indices)\n", + "eta_numbers_split = np.split(eta_numbers, split_indices)\n", + "\n", + "# Add category number and eta number branches\n", + "branches['category_number'] = np.array(category_numbers_split, dtype=object)\n", + "branches['eta_number'] = np.array(eta_numbers_split, dtype=object)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "font = {'size' : 20}\n", + "\n", + "matplotlib.rc('font', **font)\n", + "\n", + "def plot_histogram(data, title, xlabel, ylabel, occ_percentile=None):\n", + " plt.figure(figsize=(10, 6))\n", + " plt.hist(data, bins=50, edgecolor='black', alpha=0.7)\n", + " plt.title(title)\n", + " plt.xlabel(xlabel)\n", + " plt.ylabel(ylabel)\n", + " plt.grid(True)\n", + " plt.yscale('log')\n", + " # Plotting a vertical line at the occupancy value\n", + " if occ_percentile is not None:\n", + " non_zero_data = data[data > 0]\n", + " percentile_value = np.percentile(non_zero_data, occ_percentile)\n", + " plt.axvline(percentile_value, color='red', linestyle='dashed', linewidth=1, label=f'{occ_percentile}th percentile: {percentile_value:.0f}')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def compute_occupancies(branches, occupancy_variables, occ_percentiles, plot=False):\n", + " cat_eta_combinations = [(cat, eta) for cat in range(4) for eta in range(4)]\n", + "\n", + " for var, percentile in zip(occupancy_variables, occ_percentiles):\n", + " for cat, eta in cat_eta_combinations:\n", + " data_to_plot = [\n", + " occupancy for sublist_cat, sublist_eta, sublist_occ in zip(branches['category_number'], branches['eta_number'], branches[var])\n", + " for c, e, occupancy in zip(sublist_cat, sublist_eta, sublist_occ) if c == cat and e == eta\n", + " ]\n", + " data_to_plot = np.array(data_to_plot)\n", + " non_zero_data = data_to_plot[data_to_plot > 0]\n", + " if non_zero_data.any():\n", + " if plot:\n", + " plot_histogram(data_to_plot, f'{var} for Category {cat} and Eta {eta}', 'Occupancy', 'Frequency', percentile)\n", + " else:\n", + " percentile_value = np.percentile(non_zero_data, percentile)\n", + " print(f'{var} for Category {cat} and Eta {eta} - {percentile}th percentile: {percentile_value:.0f}')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "md_occupancies for Category 0 and Eta 0 - 99.99th percentile: 60\n", + "md_occupancies for Category 0 and Eta 1 - 99.99th percentile: 57\n", + "md_occupancies for Category 0 and Eta 2 - 99.99th percentile: 54\n", + "md_occupancies for Category 0 and Eta 3 - 99.99th percentile: 48\n", + "md_occupancies for Category 1 and Eta 0 - 99.99th percentile: 259\n", + "md_occupancies for Category 1 and Eta 1 - 99.99th percentile: 195\n", + "md_occupancies for Category 2 and Eta 1 - 99.99th percentile: 23\n", + "md_occupancies for Category 2 and Eta 2 - 99.99th percentile: 28\n", + "md_occupancies for Category 3 and Eta 1 - 99.99th percentile: 25\n", + "md_occupancies for Category 3 and Eta 2 - 99.99th percentile: 25\n", + "md_occupancies for Category 3 and Eta 3 - 99.99th percentile: 33\n", + "sg_occupancies for Category 0 and Eta 0 - 99.9th percentile: 936\n", + "sg_occupancies for Category 0 and Eta 1 - 99.9th percentile: 351\n", + "sg_occupancies for Category 0 and Eta 2 - 99.9th percentile: 256\n", + "sg_occupancies for Category 0 and Eta 3 - 99.9th percentile: 61\n", + "sg_occupancies for Category 1 and Eta 0 - 99.9th percentile: 1358\n", + "sg_occupancies for Category 1 and Eta 1 - 99.9th percentile: 763\n", + "sg_occupancies for Category 2 and Eta 1 - 99.9th percentile: 210\n", + "sg_occupancies for Category 2 and Eta 2 - 99.9th percentile: 268\n", + "sg_occupancies for Category 3 and Eta 1 - 99.9th percentile: 60\n", + "sg_occupancies for Category 3 and Eta 2 - 99.9th percentile: 97\n", + "sg_occupancies for Category 3 and Eta 3 - 99.9th percentile: 96\n", + "t3_occupancies for Category 0 and Eta 0 - 99.9th percentile: 1146\n", + "t3_occupancies for Category 0 and Eta 1 - 99.9th percentile: 544\n", + "t3_occupancies for Category 0 and Eta 2 - 99.9th percentile: 216\n", + "t3_occupancies for Category 0 and Eta 3 - 99.9th percentile: 83\n", + "t3_occupancies for Category 1 and Eta 0 - 99.9th percentile: 1032\n", + "t3_occupancies for Category 1 and Eta 1 - 99.9th percentile: 275\n", + "t3_occupancies for Category 3 and Eta 1 - 99.9th percentile: 115\n", + "t3_occupancies for Category 3 and Eta 2 - 99.9th percentile: 110\n", + "t3_occupancies for Category 3 and Eta 3 - 99.9th percentile: 76\n", + "t5_occupancies for Category 0 and Eta 0 - 99.99th percentile: 325\n", + "t5_occupancies for Category 0 and Eta 1 - 99.99th percentile: 237\n", + "t5_occupancies for Category 0 and Eta 2 - 99.99th percentile: 217\n", + "t5_occupancies for Category 0 and Eta 3 - 99.99th percentile: 176\n", + "t5_occupancies for Category 3 and Eta 2 - 99.99th percentile: 129\n", + "t5_occupancies for Category 3 and Eta 3 - 99.99th percentile: 180\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3cAAAJLCAYAAABE/G90AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADCuElEQVR4nOzdd1xTV/8H8E/YslEEF+IeqG1RcS8c1FltrbZOnG0ttq4Ota2jj122rlqstShoraPWR1vFgVtx4l44UBQHU4HIDuT+/siT+0skgQQSEuDzfr143ZB7zrnfJPcm+eaee45EEAQBREREREREVK5ZmDoAIiIiIiIiKj0md0RERERERBUAkzsiIiIiIqIKgMkdERERERFRBcDkjoiIiIiIqAJgckdERERERFQBMLkjIiIiIiKqAJjcERERERERVQBM7oiIiIiIiCoAJndUaSxYsAASiQQSiQQLFiwwdThERqHcxyUSialDKRNRUVEYN24cGjduDAcHh0r3+Imo/AkLCxPfp8aNG2fqcKiCsTJ1AERERCWxZs0aTJkyBXK53NShlImCggIcOnQIERERiIyMREJCApKTkyGXy+Hq6oq6devCz88PvXv3xoABA2BtbW3qkKmCEAQBd+7cQVRUFKKionD+/HlcunQJ2dnZAABvb288ePDAtEFWYgsWLMDChQtLVLeivXZPnz5V20+joqLw/PlzcX1sbCzq1atnugDLAJM7IiIqd+Li4jB16lQxsWvQoAHat2+PqlWrmjgy49i8eTMWLFiAO3fuaFyfkJCAhIQEnDt3DsHBwahWrRqmTZuGWbNmwd7e3ujxqZ4pFQTB6NujsnP+/Hn06tULUqnU1KFQGVJNGOfPn18uejzVqlUL8fHxpg7D5JjcERFRubNp0ybIZDIAQEBAAMLDw2FlVfE+0nJycjB+/Hhs2bJF7X5XV1e0a9cOHh4esLOzQ0JCAu7evYvbt28DAJ49e4Z58+bh9OnT2LNnjylCpwoiIyODiV05UqtWLbz55ps6l69WrZoRoylbTOwUKt4nIRFRJVZZzppcvHhRvD127NgKmdjl5eUhICAAJ06cEO/r0KED/vOf/8Df3x+WlpaF6ty/fx/r16/HsmXL8OLFC2RlZZVlyFSBubm5oW3btvDz84Ofnx9u376N2bNnmzoseknjxo3xyy+/mDoMk7Gzs8Nrr70m7qeenp54/fXXTR1Wmap4n4ZERFThpaamirdr1qxpwkiM55NPPlFL7GbPno3vvvuuyDoNGjTAwoUL8dFHH2HKlClITk42dphUwb366qu4e/cuGjVqpHZ/WFiYaQIi0uLixYto1aqV2o99Fel6Ql0xuSMionJH2SUTACwsKt7Az5GRkVi5cqX4/5QpU4pN7FS5u7tj27ZtOHDggDHCo0rEzc0Nbm5upg6DqFi+vr6mDsEsVLxPRCozmoYcv3DhAiZPnowmTZrAwcEBzs7O6Nq1KzZs2KCxu9ihQ4cwdOhQNGzYEHZ2dqhRowbefPNNtV+rdXHu3DmMHz8e9evXR5UqVVCjRg107twZK1euREZGRqkfa0mlpKTg+++/R/fu3VGzZk3Y2trC3d0dvr6++PTTT3Hz5k2920xMTMTixYvRp08f1K1bF1WqVEGVKlVQt25d9OvXD4sXL9bpl6qCggL89ddfGDt2LJo2bQo3NzdYW1ujWrVq6NChA6ZNm4ZDhw5pfN30nVbi6NGjYvkePXroVWbnzp0YPHgw6tWrJ+4jffr0QVhYmM6jJD58+BC//vorRowYgZYtW8LFxUV8rK+88gqmTJmCM2fO6NTWuHHjxDiVv1xnZmZi1apV6NKlCzw9PWFrawsvLy+MGDECJ0+e1KldVZGRkZg2bRp8fX3h4eEBa2trODs7o1WrVggMDMTmzZvFUepepu9UAJmZmfj1118xaNAgeHt7w97eHk5OTmjcuDEmTJiAw4cP6xz34cOHMXHiRLRq1Qqurq6wtraGu7s7mjdvjh49euCLL77A8ePH1RIzfag+98eOHRPv9/f3V3vcEolE6zFgiGPywYMH4nZUR12LjIzEpEmT0KxZM7i4uEAikWD69Okleqzff/+9eNvLyws//vhjidrp06ePxvtlMhn279+Pzz77DP7+/qhVqxbs7OxQpUoV1KlTB/3798eKFSuKfP9UPWZVvfxaFPeaAMCjR4/wn//8B127dkWtWrVga2uLqlWrwtfXF5988onWgWS0OXXqFMaOHav2vvHyZ4K+72MZGRn4+eef8frrr6NOnTqws7ODm5sbWrZsialTp+Ls2bM6xabpGL1y5QqmTZuGli1bomrVqpBIJBgyZAgSExNhY2MDiUQCKysrPHnyRKdtyOVy1K1bV9xOeU/yy9N7eHR0NKZOnYrGjRvD3t4e7u7uaNu2Lb777jukpKTo+9DLXI8ePSCRSNRG31y4cKHGY1rTNA7Z2dnYuXMnPv74Y/H5tLGxgaOjI+rVq4e33noL69atQ15eXhk+qkpGICohAOKfIAjCN998I1haWqrdr/o3duxYQS6XC4IgCBkZGcKgQYO0lpVIJMLSpUt1iuOzzz4TLCwstLbVtGlT4ebNm8L8+fPF++bPn2+sp0W0du1awcXFRWtcAARLS0th+vTpQn5+frHtFRQUCAsXLhTs7e2LbBOAYGFhIdy4cUNrW8ePHxeaNGlSbDsAhM8//7xQfX2fyyNHjojlu3fvrlMZqVQqDBkypMjY/Pz8hCdPnhS57U8++USQSCQ6PdYRI0YImZmZRbYXGBgolg8NDRVu3rwpNG/evMh2582bV+xzJAiC8OjRI6FPnz46xdq+fXuNbbx8XBblr7/+EmrUqFHstgYOHCikpaVpbefFixfCG2+8oVPcAITff/9dp+fjZarPfXF/sbGxheob6piMjY0Vy3t7ewu5ubnCBx98oLG9adOm6f04Hz58qLbPLlq0SO82ihIXFydUq1ZNp+fR3d1diIiI0NiO6jFb0tekoKBA+OqrrwQ7O7si61pZWQlz584VP0O0kcvlwrRp04o85ps1ayZER0fr9T62a9cunY6VkSNHFvse8vIxOn/+fI2fnYMHDxYEQRCGDh2q976wd+9etX20oKBAp3r6CA0NVduGsZSn9/AVK1YINjY2WtupWbOmEBkZqfbcBQYGlvo5Ut2XtX3G6qp79+46H9Mvx37mzBnB0dFRp7r16tUTLl68WKpYdaH6fq3tfaiiYbdMMohff/0VX3zxBQCgTZs2aNWqFQRBwIkTJ3D//n0AwIYNG9C0aVPMnj0bQ4cOxf79+2FjY4MuXbqgQYMGkEqlOHToEJ49ewZBEDBz5kz4+fmhS5cuWrf76aef4qeffhL/d3Jygr+/Pzw8PPDkyRMcOXIEt2/fRv/+/TFkyBCjPgeqfvrpJ3z66afi/7a2tujevTvq1q2L1NRUHDlyBM+fP0dBQQGWL1+Ohw8fYvv27VrPthQUFGDYsGHYsWOHeJ+NjQ06duyIevXqwcrKCgkJCbh48SLi4+Mhl8u1/iq2ZcsWjB07Vu3sSZMmTdC6dWu4uLggPT0dN27cwI0bNyCXy5GTk2OgZ0U/48ePx86dOwEA7dq1Q4sWLZCbm4szZ86I+1RUVBR69uyJU6dOaR0C/9GjRxAEARKJBE2bNkXTpk1RrVo1WFtb49mzZ7h06RLu3bsHQDHcfHp6Onbv3q3Tma+nT5+id+/eePr0KVxdXdG1a1fUqFEDKSkpOHz4MNLT0wEAX3/9NXx8fPDOO+9obevGjRvo06eP2mhfHh4e6NSpE6pXr46cnBzcu3dPnFuqtK/LsmXLMGvWLPHMrJOTEzp27AgvLy8UFBTg5s2biIqKgiAI2L17N7p3745Tp05pHFZ/zJgx+Pfff8X/GzVqBF9fX1StWhUymQzJycm4du1aqa996N27NxwdHQEAO3bswNOnTwEAQ4YMQe3atdXKOjs7q/1v6GNS1YwZM7B69WoAQKtWrfDqq6/C2toad+7cKVGX0SNHjqidMR85cqTebRQlMzMTz549A6DocteiRQt4e3vD0dEReXl5iI2NxZkzZ5CTk4OUlBT0798fx44dQ6dOndTaqV27NoKCggAAwcHB4v3K+1728mtSUFCAd955B9u3bxfvq1mzJtq3bw8PDw9kZGTg7NmzuHfvHvLz8/Htt98iOTkZa9as0frYpk2bptad1dnZGT179kT16tXx9OlTHDlyBLdu3UL//v0xePBgnZ6vrVu3YtSoUSgoKAAAWFpaokuXLmjUqBEyMjJw4sQJcV/ctGkTYmNjcfjwYdjZ2RXb9o8//iieIWnYsCHatWsHe3t7PHjwQJyn8L333hOfo3Xr1mHu3LnF7pdr164Vb48fP75cd10uL+/hwcHBmDZtmvi/ra0t/P39UadOHSQnJ+Pw4cOIj4/HwIEDS3xGvyy8+eabaNmyJc6dO4eoqCgAgJ+fH9q1a1eobIcOHdT+T01NFc+Me3h4oEWLFqhTpw4cHByQlZWFmJgYnDt3Dvn5+Xjw4AG6d++OixcvFrqek0rJhIkllXNQ+SXExsZGqF27tnDy5Em1Mvn5+cInn3wilnN1dRUWLFggABB69OghPHz4UK18Wlqa4O/vL5bv0aOH1u0fOXJE7de8kSNHCunp6WplEhMThYCAADFGZVljnrk7deqU2q+wffv2FeLj49XK5OTkCJ9++qnac7hkyRKtbX7++edqZadOnSo8e/ZMY9mzZ88KY8eOFa5fv15o3cWLF9V+Iff19RXOnDmjsZ34+Hjhxx9/FH744YdC64x95k75WtWvX184e/ZsobLr168XbG1txfJjx47Vuu3FixcLoaGhQnJystYyx48fFxo1aiS298cff2gtq/qrrzKGzz77rNCvxc+ePRN69uwplm3QoIHWsw7p6elC48aNxbLu7u7C5s2bNZbPyMgQ/vzzT2H8+PEa21LdT7Q5ePCgeLbb2tpaWLRokZCRkVGo3KVLlwQfHx+xvSlTpmgso1zv6Ogo7NmzR+t27927JyxatEj4999/tZbRleqvy0eOHCmyrKGPSdVfgpXtenl5CcePHy9UNicnR+/HNnHiRLF9Dw8PvesX58GDB8JHH30knD17VusZnfT0dLX37saNGxd59keX/e5lX331ldrj3Lp1q8ZtbNu2Te2M69atWzW2t3//frU4JkyYILx48UKtzLNnz8QeAarvIdrex2JiYtTORLRt21a4c+eOWpmCggJhyZIlaj1IPvroI62PWzVGKysrwcXFRdixY0ehcsp9Ry6XC/Xr1xfrHD58WGvbgiAIKSkp4nuohYVFoc9ZQymrM3fl4T381q1bavtT7969C73HSKVSYcyYMYW+j5jbmTtNber6nenMmTPC3LlzhWvXrmktk5iYKD4PAIRevXoZJF5tKuOZOyZ3VGKqB0uVKlWEmzdvaixXUFBQqMtDixYthOzsbI3l4+LiBCsrKwFQdM98+vSpxnIdO3YU2wsICND6xSM7O1t47bXX1LZvzOSuW7du4nY6dOgg5Obmai378ccfi2WdnZ0FqVRaqMzt27fVvjR89913JY6tc+fOal9SXv7ioytjJ3cABAcHByEmJkZrmxs3blQrX1Q3VF3ExsaKiW+7du20lnu5a+CcOXO0lk1ISBAcHBzEstoS6S+++EIs4+LiIty6davEj6O4L9kFBQVqieTGjRuLbC8+Pl7w8PAQE8FHjx6prV+5cqXY1hdffFHiuPWlT3Jn6GPy5S8L9vb2wu3bt0v7kES9evUS2y7qB66yoNrdtKjEXd/kLjY2VkyMnZychOjo6CLLHzp0SGy/efPmGr9kt23bVizzxhtvaP0inpeXJ3Tq1Emnz4SxY8eqfblPTU3VGuPSpUvFshYWFsL9+/c1llPdrkQiEY4dO1bkYxcEQVi0aJFYZ9SoUUWWXbZsmVj29ddfL7btkiqr5E5XpnwPHzFihFimVatWQlZWlsZyBQUFQv/+/dW2b+jkrlatWkJQUJDOf9oek7EvZenXr5/Yvrbvj4bA5I5ID6oHy4wZM4osO2/ePLXyxf1yr/plbNeuXYXW37hxQ609fb4YGDO5u3nzptp2Lly4UGT5jIwMwd3dXSy/evXqQmVUv1x16NCh2GtOtDlz5ozaF4rSJENlkdzpco2DarI6ffp0PR9FYcoPG4lEUugssJLqF4Pq1atr/ZFCafjw4WL5lStXFlqfk5MjuLq6imV+/fXXUj2G4r5k79y5U1yv6y+m3333nVjn5bNZ33zzjbhu+fLlpYpdH7omd8Y4Jl/+svDZZ5+V9uGo8fX1FdseMmSIQdvW19mzZ8VYZs6cqbWcvsnd9OnTxfL/+c9/dKrz+uuva30dr127pvb+VtQPQ4IgCCdPniz2MyE1NVXtbMz27duLbLOgoEBo0aKFWH727Nkay6lud/jw4UU/6P95+vSp+KOnnZ1dkUlmq1atxPa3bdumU/slYW7JnSCY5j38+fPnavvJvn37imzv7t27ar2ODJ3c6fsXGhpabJvG+M60detWsf2ff/7Z4O0rVcbkjtfckUEMHTq0yPUtW7YUb1epUgX9+vUrtvzx48cBALGxsYXWHzlyRLzt5+eHZs2aFdmest/748ePiyxXWqpxvfrqq2jdunWR5R0cHDBixAjxGpEjR47g/fffVyuzb98+8fbUqVN1HgXxZart9OrVCz4+PiVqp6yMHTu22DKBgYHiSGaqz702cXFxOHfuHO7cuYO0tDRkZ2erXduk3NcEQcCVK1fQtWvXItsbNGhQsdfV+Pr64q+//gKgeb6dM2fOIC0tDYDiurfAwMBiH0dp7NmzR7z97rvv6lSnZ8+e4u3IyEjMnDlT/L9u3bri7fXr12PSpElwcHAwQKSGYYxj8mW6Po+6evHihXhbeY2hschkMpw9exZXrlxBQkICXrx4gfz8fI2xXL582WDbLel+uH//fgCK/VD1tTx69Kh4u3379mjYsGGRbXXq1An16tUr8jrQU6dOITc3FwBQrVo1vPHGG0W2aWFhgQkTJmDWrFkAdHtP0vWx16xZEwMHDsTOnTuRk5ODTZs24cMPPyxULioqCteuXQOgmA6juJjLG3N8D1fdTzw9PbWOUKvUqFEjdOrUqUQjKZcnWVlZOHPmDK5du4bk5GS8ePFCvG4VgNrIr4Z8byHOc0cG0qJFiyLXq86R06RJE7UJJosrL5VKC61XfSNo3759sfFJJBK0b9/e6MndpUuXxNudO3fWqY5yeG5AMQGnqsTERLUPE39//xLHpjpMdGnaKQvu7u7FfjkDgI4dO4q3r1+/DplMJg5CoOr06dOYPXs2Tpw4oXFqB010GbK6VatWxZapVq2aeFt5cb4q1delQ4cOqFKlik7xldTp06fF2+Hh4Tp9qKrG/ejRI7V1/fv3h6OjIzIyMnDp0iU0bdoU48ePx4ABA9CmTRuNr0dZMvQx+TJra2ud9gN9ODk5ibeNNZVLdnY2vv32W6xevVrn4dkNNYz7s2fP1KY2WLZsmU4/WqlOU/Hyfqi6H2sa+EETPz+/IpM71X2nffv2xX5uAer72KVLl8SBQLRp06aNTrECwOTJk8VBptauXasxuVMdSGXs2LGwsbHRuX1zZs7v4ar7np+fn06D13To0MFoyV337t3Vfuwoa8+fP8e8efOwYcMGtR+HilIepogoT5jckUG4uLgUuV71Q7G4si+X1zQnVnJysnhb9cxBUby8vHQqVxqqcXl7e+tUR3WerJff4BITE8Xbtra2qFWrVoljU22rQYMGJW6nLJTkNS0oKEBqaio8PDzUyqxbtw6TJk3S+QuBki4fSrrsy6rJjaZ9uaxfF+WofgDEL4r6SE1NVfu/atWqCA0NxahRo5CXl4cnT55g0aJFWLRoEapUqYJ27dqhe/fueOONN/T6Imsohj4mX+bm5qbTl359qI78qjyra0ipqano2bOn3r+W6/pFrTiqI8ICwKpVq/Ru4+X9UPV1qlOnjk5tvDzC6stKu+/k5eXhxYsXhUYJVVW9enWd2gWAvn37om7duoiLi8PFixdx5coVvPrqq+L67OxsbNmyRfx/4sSJOrdtzsz9Pdxcv4+YwsOHD9GtWzfExcXpVc9Q7y2kUH7HxiWzok9XwZJ2K1Sl+mu2pqHZNSmLrmKqcem6PdVyL7/BGbJ7Vll29Sqtkr6mLz9/0dHReP/998UvBa+88gp+/vlnREVFISkpSezSo/xT7RKpywTphtiXy/p10fTLsz5Uu+wpvf322zh//jyGDRumdqYgOzsbx44dw9dff422bduibdu2YnfrsmLoY/JlxjjTqpog6DKpur6CgoLExM7W1hbvv/8+/v33X9y9e1fslqk8JlS7xetyTOiitPsgUHg/NMZnQmn3HcCw+4+FhYVawqZ6lg4A/v77b/G57dixo9l3vddFeXgPN9fvI6YwatQoMbFzdnbGrFmzsH//fsTGxiIjIwMFBQXia6XabdlQ7y2kwDN3VC6pfgnOysrSqU5mZqaxwhGpxqXr9lTLqXbHevn/0nbPKouuXtro+8Zd0tf05edv2bJl4pfA/v37Y+fOnUV2EzTFr4dl/bo4ODiIXwAvX76s9st/abRq1Qp//fUXpFIpTpw4gePHj+PEiRM4f/68+Gv3hQsX4O/vjy1btmDYsGEG2W5xDH1MloUuXbqIX9yTkpLw4MEDtYSvNJ48eSKe3bG0tERERAS6deumtbwxjgnVL7aurq6FzsKVtk1DfSaUdt8BDL//TJw4EV9//TUKCgrw559/4scff4StrS0A9WSvopy1Kw/v4eb6faSsnTp1Suxq6uTkhLNnzxY5HgLP1hkPz9xRuaTalUXX0/8vX6NhDCWJ6+HDh+Jtd3d3tXWenp7i7dzc3ELdmfSh2pamQWr0ofrhqulMzsv0/aVe1+dOtZylpaXatZoAcOjQIfH2f/7zn2Kv/1J9LcqKIV8Xfbd39+5dg7fv7OyMAQMG4IcffsCpU6eQkpKCsLAwMTmRy+X48MMPkZ2dbfBta2LoY7Is+Pv7q51R2LRpk8HaPnz4sHgWpH///kUmdoBxjgnVfTAtLU2tW1tJqb5Oul5brTqggyal3XdsbGwMntzVrl1bHJDs+fPn2LFjBwDg3r174llxR0fHIifbLk/Kw3u4uX4fKWuqr9W4ceOKHejOFK9VZcHkjsql1157TbytOiCFNoIg4OzZs0aMSMHX11e8ferUKZ3qqF5U/fJIfp6enmq/2B8+fLjEsXXo0MEg7QDqv0Y/e/as2PLK0dt0lZKSgpiYmGLLqb72LVu2LPTBr3p9WXGD/qSnp+Pq1at6xWkIqq/L6dOnjZ70qA5ApBx50JicnZ0RGBiIw4cPi2cYUlJS1AZ2MSZDH5NlwdvbW21E4d9++03nMwLF0eeYAGCUbrQ1a9ZUuzYpIiKi1G2qfiacO3dOpzpRUVFFrlfdd86dO6c20p82qvuOr6+vQbr9vey9994TbyvP1q1bt05M2t955x2z73qvq/LwHq6670VFRenUU0WX7y2mpu++aw7vLaTA5I7KJdXRHs+fP49bt24VWf7w4cNGHykTUB8y/tKlS7hy5UqR5V++AF61vpLql7zg4GC9LyrX1M6hQ4cQHR1donYAoH79+uJtXQZlUA4jrY8//vij2DLr168Xb2saAVR11LLivhyHhIRovFje2Dp06CCecXzx4gU2bNhg1O0NHDhQvL1p0yYkJSUZdXtK9evXV/vAVx1IxpiMcUyWhdmzZ4u34+Li8Pnnn5eonQMHDqj9r88xkZWVpfP+qDqcvC7H0YABA8Tby5cvL/H7mlKPHj3E22fPnsX9+/eLLH/q1KkiR8oEFNMlKH+QSE5ORnh4eJHlBUFQe08y1r7Tv39/cTCYQ4cO4d69e2rbrShdMoHy8R7eqVMn8VrjxMTEQsfcy2JiYnT+ocmU9D2m9Xmtnj59in///bfkwVGRmNxRueTj46N2xmP69Olafy3LycnBJ598UiZxNWvWTK2b00cffVTkm+JXX30lfrl2dnbGyJEjC5WZPn26+KZ5+vRp/PDDDyWKrV27duIw3YIgYOzYsSW+xsvPz0/8Ve/s2bNFJoqrVq3CjRs39N7GkiVLcO/ePa3r//zzT7VfySdNmlSojOrok//884/Wtu7evYuFCxfqHaMh2Nraqg1p/vnnn+P27dtG297QoUPRqFEjAIoP4NGjR+v8hSgjI6PQtSK6DmGdn5+v1q1Yn1ECS8MYx2RZ6Nq1q9p+8csvv+Crr77SuX5KSgrefvttfPPNN2r3qx4T4eHhRXarnjVrls5JuOpw8cV1d1S2bWlpCUDxA50+x19CQkKh+1q1aiWOxioIAmbOnKk1YczPz8enn35a7HZcXV3Vujd++umnRV4nFBwcLP54YGFhgcmTJxe7jZKwtLTEhAkTACge65gxY8Tn3MfHR22KmPKuPLyHu7m54a233hL///TTT7X2wBAEAdOmTSv1jxllQd9jWtfXqqCgAO+99544NyAZgdGnSacKC4D4V5wjR46IZbt3715s+fnz54vl58+fr7HMoUOH1GIYNWqUkJ6erlYmMTFReP311wUAgo2NTbFtGsKpU6cES0tLcVuDBg0SEhMT1crk5uYKc+fOVYt/yZIlWtv89NNP1cpOnTpVePbsmcay586dEwIDA4Xr168XWnfhwgXB1tZWbMfX11c4e/asxnbi4+OFH3/8UVi8eLHG9T179hTbefXVV4VHjx6prZfJZMJPP/0kWFpaqm1T2+uvuo8oX6v69esL586dK1R2w4YNam2OHj1aY5uzZ88Wy7i5uQn79u0rVObgwYNCrVq1BACCg4ODWD40NFRjm4GBgcWWURUaGiqWDwwM1FgmPT1daNiwoVjO3d1d2Lx5syCXywuVzczMFDZt2iSMHz9eY1u6HJcHDhxQ20c7dOig8XlWunLlijB79mzBzc1NuHbtmtq6cePGCV26dBHCwsKE58+fa6yflJQkjBkzRtyes7OzkJWVpXV7uujevbvY3pEjR4osa+hjMjY2Vizj7e1dqsdRlNzcXKFTp05qMXXu3Fk4dOiQkJ+fr7HOvXv3hHnz5glOTk4aj7fnz58L9vb2au+bqampamXS09OFyZMnFzominqsffv2Fcv98MMPOj0+1fd55fHx8vuIUn5+vnDgwAFhzJgxQs2aNTWW2bNnj1p7EyZMEF68eKFW5tmzZ8KQIUMEAGrvIdo+E+7duyc4OjqK5Tp27Cjcu3dPrUxBQYHw888/q+1jH330kdbHrc9npzYPHz4ULCws1Noq7nPE0FTf24x1HJSX9/CbN2+q7U99+vQR4uPj1cpIpVLxfVD1+4i2NvWheizp8h1LF2fOnBHbrFGjhpCWllZk+ejoaEEikYh1Zs2aVeh9Pj4+Xhg8eHCh18pQMWui+n4NQIiNjTXatswFR8ukcqtnz56YMWMGli1bBkBxJufff/9Fz5494eHhgSdPnuDw4cPIyclBvXr1MHjwYKxYscLocXXs2BHff/+9+Mvwrl27ULduXfj7+8PLywupqak4evSo2hmPN998EzNmzNDa5rfffotbt25h165dABS/4q9ZswadOnVCvXr1YGVlhYSEBFy4cEE8OzJ9+vRC7bRu3Rpr167FuHHjkJ+fj0uXLqF9+/Zo2rQpfH194eLigvT0dNy8eRPXr1+HXC7HtGnTtMbUqVMnyOVyXLlyBU2aNEGvXr1Qq1YtPH/+HMePH0dSUhIcHR3x3Xff4aOPPtLrOaxWrRr++9//on379mjXrh1atGiBvLw8nD59Wu2MXuPGjbF8+XKN7cyYMQNr165FcnIyUlNT0bdvX7Ru3Ro+Pj6QSCS4ePGieFbx9ddfh4eHh07dQQ3N2dkZ//3vf9GnTx8kJSUhJSUFI0aMwPTp09GpUydUr14dOTk5uHfvHi5evIjs7OxSjXLZu3dv/Prrr5gyZQoKCgpw5swZtGvXDo0bN4avry/c3NyQnZ2NhIQEXL58ucium4IgIDIyEpGRkbC0tETTpk3h4+MjtvH48WOcOnUKeXl5Yp2ffvrJ6JO1qzLGMVkWbGxscPDgQQQGBmLbtm0AFNd09erVC25ubmjXrh08PDxga2uLxMRE3Llzp9BZ35cH9HBzc8Mnn3yCr7/+GoDifXPv3r1o3749ateujfj4eBw9ehSZmZmwtLTEqlWr1IaX12bo0KHYt28fAEWX0n379qFFixZit0YA+OKLL9QGPZo/fz4ePHggdilcv349Nm7cCF9fXzRr1gyOjo6QSqV4+PAhrly5IvY0UD2joKpfv3748MMPxXnz1q1bh7///hs9e/ZE9erV8fTpUxw5cgRZWVmoX78+Bg8eLL53aJt4ukGDBggJCcGoUaNQUFCA06dPo2nTpujatSsaNmyIzMxMnDhxQq3bf4cOHbB48eJin7PSqFu3Ll5//XXs3btXvM/GxgZjx441yvYmTZqE8+fPq933/Plz8fbTp0/Vrj1TCgkJQdu2bUu83fLyHt68eXMsXrxY/Lw8cOAA6tWrh549e6JOnTpITk7G4cOHIZVK4erqimnTphntTOPdu3cxdepUverMmTOn0LyPfn5+4ryKCQkJaNasGQICAuDu7i723PHz8xPPbjdr1gxjxowRu3IvWbIEmzZtgp+fHzw8PPDgwQMcP34ceXl5cHJywo8//ogPPvjAAI/4/61evRqrV69Wu0/1swdQdGtWnbIHAD744AODx2JSps4uqfyCic/cCYIgyOVyYdasWWq/Fr3817hxY+HGjRs6t2koISEhgrOzs9a4AAiWlpbCtGnTtP4Kr6qgoECYO3eu2q+DRbUbHR2tta1Dhw4J9evXL7YdAMIXX3yhtZ21a9eq/Vr98l/NmjWF48eP6/T6v1xGKpUKb7zxRpGxtWnTRnj8+HGRz9upU6cEd3f3ItsZMmSIkJaWptMvusb41VfpwYMHQrdu3XR6XTp37qyxDX2Oy8OHDwuNGzfWaXsAhBYtWghPnjxRa2Pq1Kk613dychLWrFlTbFy60OfMnZKhjsmyOnOnJJfLhT/++ENo1KiRzs91zZo1hR9//FHIyckp1F5+fr4wduzYIuu7uroKO3bs0PmxymQywd/fv8g2tf1ivnLlSsHNzU2nxyWRSIQ33nhDaxwFBQXC1KlTi/xMaNq0qRAdHa12pnbp0qVFvga7du0SPD09i41vxIgRQmZmZpFt6XOMFmXHjh1qbb399tulaq8oqsebPn+6HptFKU/v4UuWLFE7K/fyn6enp3DixAm92tTFy2fB9f27dOmSxnbDw8OL/M7xcuyZmZlCQEBAkduqU6eOEBkZqff3QmM+D2XxnbAs8cwdlWsSiQQ//fQThg0bhlWrVuHo0aNITEyEs7MzGjZsiOHDh2PixIlwdnYu89gmTpyIwYMH4/fff8fevXtx584dPH/+HE5OTvDy8kLv3r0xYcIEnSeatbCwwDfffIMPPvgAYWFhOHDgAGJiYpCSkgIrKyt4eHigRYsW6NWrF955551Cv8Kp6tmzJ27fvo0tW7Zg9+7dOH/+PJKSkpCbmwsXFxc0atQIHTt2xJtvvomuXbtqbWfChAno0KEDli5disOHDyM+Ph52dnaoX78+hg4divfffx/u7u44evSovk8fnJycsHPnTmzfvh3r16/HlStXkJiYCBcXF7Rq1QqjRo1CYGCgeN2ONh07dsSNGzewfPly7Nq1SxxooWbNmmjTpg1Gjx6NQYMG6R2fMXh7e+PYsWM4dOgQtm3bhhMnTiA+Ph5SqRQODg7w9vZGmzZtMGDAALzxxhul3p6/vz9u3bqFHTt2IDw8HGfOnEFCQgKkUins7e3h6emJZs2aoVOnTujXr5/GX+ZXrlyJDz/8EAcPHsSZM2dw48YNxMXF4cWLF7CyskK1atXQokULBAQEYMyYMfDw8Ch13CVl6GOyrEgkEowePRrvvvsuDh48iIiICJw8eRLx8fFISUmBIAhwc3NDvXr14Ofnh759+yIgIEDrsWFpaYn169dj2LBhWLNmDc6ePYvU1FS4ubmhbt26GDx4MCZMmIBatWoVO+iIkpWVFfbv349169Zh+/btuHbtGp4/f17oV3NNpk6disDAQPzxxx84cOAArly5guTkZOTk5MDJyQl16tRBixYt0KNHD/Tv3x9eXl5a27KwsMDKlSvxzjvvYPXq1Thx4oT4vtGwYUO8++67mDBhAhwdHdXOPLm6uhYZ48CBAxETE4N169Zh9+7duHHjBlJSUlClShXUqlUL/v7+GDt2rNpotMY2YMAA2NraitcuabruuCIoT+/hM2fORN++ffHLL78gIiICT548gb29Pby9vfHmm2/i/fffh4eHh06jQZuD/v3748KFC/jll18QGRmJhw8fIiMjQ+s1g/b29ti7dy82bdqE9evX49KlS5BKpXB3d0eDBg0wdOhQjBs3Dm5ubiX6XkC6kQjaXiEiojJ09OhRccTL7t27842fiIyqc+fO4qiFp0+fVhukqzxQfc/08vLCgwcPtHYvJaLKg+8CREREVKnExcWJc5/a2NiU6hpWUwkJCRFvT5gwgYkdEQFgckdERESViCAImD59ujgp+eDBg8t0gB9DePr0Kf7++28Aim62FbVLJhHpj8kdERERVQi//PILFi1apHVerri4OLz99tvYsWMHAMU1ejNnzizLEEutoKAA06dPF6+1Gz58OOrUqWPiqIjIXHBAFSIiIqoQUlJSsHDhQsyfPx8tWrSAj48PXF1dkZWVhTt37uDChQtqE7fPmTOnXFxrt3XrVkRFRSEjIwPHjh3DrVu3AAC2trZYsGCBaYMjIrPC5I4qvRUrVuDu3bulaqNDhw4YPXq0gSIiIqLSkMvluHbtGq5du6Zxva2tLebPn485c+aUcWQls3fvXnE+QFVLlixBkyZNTBAREZkrJndU6e3YsQPHjh0rVRsZGRlM7oiITOzTTz+Fj48PDhw4gKtXryIpKQkpKSnIy8tD1apV0bhxY/Ts2ROTJk0qt10ZnZyc0KZNG8ycOdNspgAgIvPBqRDMkFwux9OnT+Hk5ASJRGLqcCq8AQMGIDIyslRtjBw5Er/++quBIiIiIiIiUhAEAS9evECtWrWKHRmXyZ0Zevz4cZGTtBIRERERUeXy6NGjYnsdsFumGXJycgKgeAGdnZ1NGotMJkNERAQCAgJgbW1t0liIXsb9k0zq8mWge3fg2DHgtdcKreb+SeaM+yeZK+6bhUmlUnh5eYk5QlGY3JkhZVdMZ2dns0ju7O3t4ezszAOMzA73TzIpR8f/X2p4r+b+SeaM+yeZK+6b2ulyuRbnuSMiIiIiIqoAmNwRERERERFVAEzuiIiIiIiIKgBec0dERFQSLVsCjx4BHh6mjoSIiAgAkzsiIqKSsbEByulE2EREVDGxWyYREVFJ3L8PDBumWBIREZkBJndEREQlkZYG/P23YklERGQGmNwRERERERFVAEzuzEhwcDB8fHzg5+dn6lCIiIiIiKicYXJnRoKCgnDz5k1ERUWZOhQiIiIiIipnOFomERFVSHK5HPn5+ZDL5cbZQPXqwPLlimVOTqHVMpkMVlZWyMnJQUFBgXFiICoh7p9kriravmlhYQFra2tIJJIy2R6TOyIiqlDS09MhlUqRlZVlvMROKSAAyMhQ/L1EEATUqFEDjx49KrMPdSJdcf8kc1UR901ra2s4OTnB3d0dlpaWRt0WkzsiIqoQBEFAYmIiUlNTYW9vD3d3d9jZ2cHCwsI4XxDy84GsLMDeHrAq/HEql8uRkZEBR0dHWFjwKggyL9w/yVxVpH1TEAQUFBQgIyMDaWlpyM7OhpeXl1ETPCZ3RERUIaSmpiI1NRU1atSAm5ub8TeYmQnExQHNmwN2doVWy+Vy5OXliQkmkTnh/knmqiLum46OjnBxcUFcXBxSUlLg6elptG1VjGeMiIgqNUEQkJaWBicnp7JJ7IiIiPRQpUoVODs748WLFxAEwWjbYXJnYDt27ECfPn1QrVo1VKlSBfXr18eIESPw6NEjU4dGRFRh5efnIzc3Fy4uLqYOhYiISCMnJyfIZDLIZDKjbYPdMg1EEAR88MEHWLNmDRo2bIh3330XTk5OePr0KY4dO4aHDx/Cy8vL1GESEVVIyhHVrDRc+0ZERGQOlNfaGXOwL34KGsjKlSuxZs0aBAUFYcWKFYUulMzPzzdRZIYRGxtboos/nZ2dUb16dSNERERUWJmOrGZhobjWroJcE0JERMZVFp9RTO4MIDs7GwsXLkSDBg2wfPlyjUlQef01OSUlBQAwPmg68vL0P4Vc1ckeG0NDmOARUcVTpQrQsqWpoyAiIhKVz4xDRVJSEs6dO4dz584hKioKUVFRePbsGQAgMDAQYWFhOrcVFxeHn3/+GeHh4YiLi4OtrS0aNWqE4cOH48MPP4S9vb3GegcOHMDz588xbtw4FBQU4N9//8WdO3fg6uqK3r17o1GjRoZ4qCbx4sULAIB7u8GwcfHQq27m80Qkn94OqVTK5I6IiIiIyMjKfXJnqKFEw8PDMWrUKKSnp4v3ZWVliQljSEgI9uzZgwYNGhSqe/78eQCKs3Ovvvoqbt++La6zsLDAjBkz8NNPPxkkTlNxcPNAFfc6etdLNkIsRERmISsLuHULaNZMMdcdERGRiVWoCwW8vLwQEBCgd70rV65g+PDhSE9Ph6OjI7755hucOnUKhw4dwuTJkwEAt2/fxoABA5CRkVGoflJSEgBgyZIlcHZ2xrlz5/DixQscP34cTZo0wZIlS/Drr7+W7sEREZF5EQRALlcsiYiIzEC5T+7mzZuHXbt2ISEhAXFxcfjtt9/0bmP69OnIysqClZUVIiIiMHfuXHTs2BE9e/bEmjVrsHjxYgDArVu3sHTp0kL1lSPe2NjYYOfOnfDz84OjoyO6du2Kv//+GxYWFliyZEnpHigRERFVKkePHoVEIoFEIsHRo0dNHQ6ZgQcPHoj7hKZLj8LCwsT1Dx48KPP4yPTKfXK3cOFCDBw4sMTdM6OiosQ3zIkTJ6Jjx46FysyaNQvNmzcHACxfvrzQ3BTKeZXatm2LWrVqqa1r0aIFGjRogHv37iEtLa1EMRIREZmjnJwcrFq1Cr169UL16tVhY2OD2rVrY8CAAdi6davO7cTGxmLGjBlo2bIlnJyc4ODggCZNmiAoKAg3btwwWLwFBQX4888/MWDAANSoUQM2NjaoUaMG/P39sWbNGp1Htk5MTMSXX36JNm3awNXVFVWqVEGDBg0wbtw4nDlzxmDxElV0aWlpOHDgAL755hsMGTIEtWrVgqWlJdzc3NCzZ0+92irtcTlu3DgxMS7uz5wT53J/zV1p7dy5U7w9fvx4jWUsLCwwduxYzJkzB6mpqTh69Cj69Okjrm/atCkAwNXVVWN95f3Z2dlayxAREZUnt2/fxuDBg9WuMweAp0+f4unTp9izZw/CwsLw999/w8HBQWs7a9aswUcffYS8vDy1++/evYu7d+8iJCQEy5cvx5QpU0oVb3x8PN56661CX/ISExORmJiIo0eP4vfff8fu3buL/MH433//xZgxYyCVStXuj42NRWxsLP744w/MmTMHixYt0tqGcjj0+fPnY8GCBSV/UFRhVNZ9wtfX1yCJkiGOy4qi3J+5K60TJ04AABwcHNCmTRut5bp37y7ejoyMVFvn7+8PAIiOji5UTyaTISYmBg4ODhwxkoioIrGzA5o3VywrmeTkZPTp00dM7IYNG4bdu3fj4sWL2L17N4YNGwYA2LdvH0aMGKG1nS1btuD9999HXl4eXFxc8PXXXyMyMhJRUVFYs2YNGjVqhLy8PAQFBeHvv/8ucbzZ2dkYMGCAmNj17t0bf//9Ny5cuICIiAi89957sLCwwPnz5zFw4EDk5uZqbOfEiRN4++23IZVKYWtri08++QRHjhzB+fPnsXHjRrRp0wZyuRzffPONxss4iEqrXr16EAQBgiBg3Lhxpg6n1ASVa5Y9PT0xcOBAvdsw9HFZq1YtXLt2rci/2rVr6x1nWan0Z+6UCVmjRo2KnIuuWbNmheooNWzYEAEBAYiIiEBISAgmTZokrvv++++RlpaG0aNHl9u57oiISANLS6CIM1IV2cKFC/Ho0SMAhc80+Pr6YsCAAZg/fz6+/vpr7Nq1C//973/x1ltvqbWRlZWFadOmAQAcHR0RGRmJlirzBrZt2xbvvPMOunTpgmvXruGjjz5Cv379ijwLqE1wcDAuXboEQNFLZ+3atWqTCffp0wcdOnTAhAkTcP78eQQHB2PmzJlqbQiCgKCgIMhkMlhaWiI8PBy9evUS17dp0wbDhg3DwIEDceDAAXz55Zd45513zPpLIJGpTZ06FfXr14efnx/q1q0LQL+Jvo1xXFpbW6u9F5U3lTrbyMnJESfprlOn6GH+3dzc4ODggMzMTPEDTdWqVavQqVMnTJ48GTt37kSzZs1w6dIlHD58GN7e3vjxxx+1tp2bm6v2K6HylLJMJit0fV9ZKygoAABYWQBWkOtV19oCsLGxRkFBgckfB1VMyv2K+xfJZDIIggC5XC4OcmV0eXmQJCZC8PQEbGwKrVb+Iq2Mq6JQXrcGAN7e3vjiiy80Pr4vv/wSYWFhiIuLw3fffYchQ4aorQ8PDxdHm/7444/h4+NTqB1HR0f89NNPeP3115GQkIDQ0FB8+OGHese8fv16AIpeOkuWLBHPfKgKDAzE2rVrcfLkSSxevBgff/wxLCz+v4PThQsXcO3aNQDAO++8A39//0LxWllZYeXKlWjWrBmys7OxbNkycVA2TYrbN1TXGXrfrqj7Z3lX2tfDmPuMMaj+iPJyrLo8F4Y8LlXfE4z1vMnlcgiCICajutLne06lTu6UE3QDig+Q4iiTO03TITRs2BDnz5/HvHnzsG/fPkRERKBGjRoICgrCvHnz4OGhfQLw7777DgsXLix0f0REhNaJ08va0IYWABL0q+RmATR+H9HR0Rq7rBIZyoEDB0wdApmYlZUVatSogYyMjELXbhmLZU4OnJKTkWFri4IiumaqftZUBHfu3BEHCOvevTsyMzO1lu3evTv++OMPnD9/HtevXxd/mQeAkydPire7du1a6FoZpdatW8POzg45OTnYunUrRo8erVe82dnZuH79OgDAz88PEolE67Z69OiBkydPIjExEfv370fnzp3FdcrLOJSPS1sbnp6eqF+/PmJjY7Ft2zZ8+eWX4rpXXnlF7Qfir7/+Gl9//bVa/REjRmDVqlUAFGc3lbKysiCVSrFjxw6EhYXhxo0byMzMRJ06ddCvXz/MmDEDbm5uuj4tIuX+OXDgQJw8eRKdO3fG7t27cffuXQQHB+PIkSNITEyEq6srOnTogA8//BDt2rUrtt20tDSEhIQgIiIC9+7dQ0ZGBqpWrQpfX1+MGDECgwYN0lpX+Tg+//xzzJ49G8ePH8e6desQFRWFpKQk1KxZE1evXlWrk5KSgnXr1uHQoUO4f/8+pFIp3N3dUadOHfTq1QtvvvkmGjdurHF7+fn52Lx5M/79919cv34dz58/h6OjI5o2bYpBgwZh/PjxsNNyjL/8vD19+hTBwcHYu3cv4uPjUaVKFfj6+uKDDz5QG69BSd99Ii4uDq+++ioAxRnpkSNHqpXNyckRb2dkZGjdTwVBwL///ovt27fjwoULePbsGezs7NCwYUP07dsX7733njhgoKkUFBRojV/JEMelkjKBksvlxW63pPLy8pCdnY3jx4/rPIAToP5eUJxKndypHgA2Gn51fZmtrS0AxQeFJl5eXggNDdU7jjlz5qj9ciGVSsU5+5ydnfVuz5BiYmJw584dbL8nR5WqtYqvoOJFylM83P87QoOXo379+kaKkCozmUyGAwcOoE+fPrC2tjZ1OGRCOTk5ePToERwdHbV+CTO4/+1zDk5OQJUqhVYLgoAXL17AyclJr25G5k41ea5Tp06Rn1OqvWIuXryo1tVJNSls0KBBke1UrVoVT58+xblz52Bvb6/XZQ6qP8jWqlWryO14eXmJt8+fP49+/fqJ/6t+9terV6/IdmrWrInY2FjExcUhLS1NTGpVzwRqY21tLbat+gOvra0tPvzwQ2zevFmtfExMDFauXIm9e/fi2LFjqFGjRrHbAArvn8rn1MrKCidPnsQ777yj9holJibin3/+wa5du7B48WLMmDFDa9t79uzBmDFjCo0SnpCQgL1792Lv3r3o378/Nm/eXOSP67a2tli8eDG+++47tfstLCzUnv8///wTU6ZMKfRDg3Jwn3PnzmHTpk24f/9+oW3cu3cPQ4YMwc2bN9Xuf/78OU6fPo3Tp08jNDQUu3bt0pgcqj5vV69exVtvvYVnz56J63NycnD48GEcPnwYixcvxqxZswo9luKo7hOqz5ednV2h/VD1/c/R0VHjfpqcnIyhQ4eq/cACKHqSXbx4ERcvXsTatWuxY8cOtG/fXmNMDRo0wMOHDwH8fy8vQ7O0tCz2e7Ahjksl5feIl/cvQ8rJyUGVKlXQrVs3vT6r9Ek2K3Vyp/qk6vJLr7LrZBUNH+KlYWtrKyaOqqytrU3+hVV5yjhfDuTrOf6OTA7k5SlOO5v6cVDFZg7HCplWQUEBJBIJLCwsdPqyZEgWAKBhm8puPcq4KgonJyfxtlQqLfKxqX4huXXrllpZ1S+pL1680NqOIAhiO3l5ebh//77adfCGjFf1LGt0dHSJ4gWA9PR08fatW7dQr149AIoeOXl5eWjVqhUAYMqUKYW6mbq5uYltq25jwYIFOHXqFIYMGYKxY8fC29sbiYmJCA4ORnh4OGJiYjBr1qxCyZ822vbPp0+fiuMEfPvtt+jRowcA4MiRI/jhhx8glUrxySefoH79+oWuowQUPSmGDBmCgoIC1KtXD1OmTEH79u3h7OyMJ0+eYOvWrdi4cSP27NmD8ePHY/v27Vpj3LlzJ65evYpWrVqJU2VkZ2fj8uXLYswbNmxAYGAgAMX3usmTJ6Nfv37imfyrV69i165duHv3bqHXLD4+Hl27dkViYiKcnJzw3nvvoXfv3vD09ER6ejoiIiKwYsUK3L17F/3798fFixe1ns2Kj4/H0KFDYWlpie+//x5dunSBjY0NIiMj8fXXXyMtLQ1z585F//790aJFC7FeafYJTe93xa3PzMyEv78/oqOjYWNjg/Hjx6N///7w8vJCZmYmjh8/jqVLlyIxMREDBgzApUuX4O3trfU1enmbhqTLe6chjkvV7QHAs2fP0L17d1y7dg3Z2dmoWrUqXnnlFQwaNAgTJkwoVa86CwsLSCQSvb+36FO2Uid3qm/4mrpavkz5i5AuXTiJiIgqokaNGsHa2hoymQzHjx8vsqzq+ri4OLV1yvljAeDYsWNaR6y+dOmS2md0XFycXsmdi4sLatasifj4eJw5cwZ5eXlae+voE+/QoUM1tpGUlIRbt25pbKdJkyZqZT08PHQeuOHUqVNYtGgRvvjiC7X7+/bti759+yIiIgJ///03fv7551KNzn337l24uLjg9OnTao+5Y8eOGDx4MDp16gSpVIqPPvoIAwcOVHsuMzMzMWbMGBQUFCAgIAA7duxQ+yLs6+uLgQMHolu3bnjvvffw3//+F4cOHVIbAEPV1atX0atXL4SHh6v9CN6tWzcAikRUOUWGh4cHDh06VOj57Nq1K4KCgvD48eNC7b/33ntITEyEl5cXjh49igYNGqit79GjB4YNG4auXbvi/v37+Omnn/Cf//xHY6x37tyBt7c3Tp48qTZYh5+fH/z8/NCtWzfk5+djzZo1WLFihbi+NPtEScyePRvR0dFwcXHBwYMH0bZtW7X1Xbp0wahRo9CxY0fEx8fjyy+/xB9//GG0eErLEMflyzIyMtRGxk9ISEBCQgIiIiLw/fff46+//kKnTp0MEL1xVJyfEkvAzs4O7u7uAKDxoFeVmpoqJneq3TYMKTg4GD4+PvDz8zNK+0REZEDW1oCnp9g9s7JwcHAQv4xfvXpV65mizZs3iwMdAIWvPezfv7/4a/TSpUvFAc5UyeXyQslMSa5hHDx4MADFdVlLlizRWCYyMhLh4eFat9O1a1dUrVoVABAaGoq7d+9qbOerr75S66ZmqGsu27Rpg7lz5xa6XyKRiJd25Ofn4/Tp06Xe1ldffaX2pVmpRYsW4uvx9OlT/PPPP2rrQ0NDkZiYCDs7O/zxxx9az3BMnjxZvG6vqMtZLCwsEBISorF3EwCsXLlSvBbpt99+KzIpenngvOvXr2P37t0AgF9++aVQYqfk6+uLoKAgAMC6deu0tq+MR9MojF26dBG7N6peI1bWUlJSEBISAkBxbd/LiZ2St7c3vvrqKwDA1q1b9breq6wZ8riUSCTo0KEDvvnmG+zduxcXL17EqVOn8Ntvv4n765MnTxAQECCOvmuOKnVyB/x/xh8TE1PkhY2q2b6mNzxDCAoKws2bNxEVFWWU9omI6H/i44GLF9X/YmMV63JyCq+7ePH/696+rfj/+nUgOVmxfP5csS45Wa2O5ZUrgPLLRkGB5naVo6Ddu1d4XWKiYl1qauF1qgNVXbqkvi4+3qhP38KFC8VrjQIDA7Fo0SLExcVBJpMhLi4OixYtQmBgoNpZnZevV69Tp4541uXJkyfo3Lkz/vnnH0ilUuTk5ODMmTPo378/9u3bV2Q7upg9e7Z4Dc0XX3yBGTNm4O7du5DJZEhISEBwcDD69+8PQRDEx/XydqpUqSIOwpCRkSEOFvPs2TPk5eXh6tWrGD16NNasWVPqeDUZOXKk1ms3Vc96arquTB8SiUTs5qjJ+PHjxTgOHjyotk6Z7HXv3r3IgeSA/z/7VlQy2rlz50Jd51Qpk/H69euLCbyulLHa29tjwIABOsX69OlTjSOmA4Crq2uR7Shfo9K+PqWxf/9+cbyJ4cOHF1lW+ZhlMhkuXLhQaP2DBw80jjpb1gx5XC5btgynT5/G3Llz0bdvX/j6+qJjx4547733cObMGfHHlczMTEyaNMnkj12bSt0tE1D8mnLixAlkZmbiwoULWi8cPXbsmHhbdfQsIiIqh377DXh5lOJRo4CNG4HHjwFNXQSVH+TjxgH/mwxb9McfwOjRwF9/AVOnAlD8euoEQOjTB4iIADIzNbeblARUrw7MmAHs2qW+bskSYOZM4OBB4OUvY76+/590dugAqF47Pn8+oDL3nKG1a9cOa9euxeTJk5GXl4evvvpK/KVfydLSEsuXL8dHH30EQP1SCKUff/wRsbGx2LVrF+7cuVNougRAMXDDW2+9hZ9++klrO8Xx9vbGtm3b8Pbbb+PFixdYvnw5li9fXqjcDz/8gP/85z/IyMjQuJ0ZM2bgzp07WL16NeLj4zF27NhCZapVq4bp06eLz0dJ4tWkqK6oyjMXQOnPFNavX1/s1aRJ9erVUa9ePcTGxoqjkCqdP38egCKJ0HUQoYQE7SNxv/LKK1rXyWQycftdu3bVe9AiZaxZWVl6DdCTkJCgsQdX48aNi7zeS/kamXL0XOVjBhSDi+iqqNfIHBjquHR1ddW6DYlEgm+++Qbnzp3DwYMHxbN65pgTVPozd6ofJNq6BsjlcmzYsAGA4oX39/c3SizslklEVEbefx+4cEH9T3ktTZ06hdep/nIdFqb4PzJSkdRFRgL9+yvWDR8ulpdHReHF0aMQVq5UrHNw0Nyu8gvFsmWF140apVjXu3fhdf+baw6AItlUXff++8Z89gAAY8eOxblz5zBs2DC1L0oWFhbo1asXTp48KQ7GAUDjMP02Njb4559/EBoaijZt2qh9OXZ1dcVHH32Eixcvqv1CXpLh/gEgICAAly9fxsSJE1GtWjW1dR06dMCePXsQFBQkXt+nbTu//vordu7ciW7duqklBfb29hg7diyuXbum9iWxpPG+rKhBHFSft9KOXFjcGTdAMaw8oBhRUkkmkxUaHVMXRXX5K+q5e/78ubhf6JOoKCnnWNSXtniLG2RD+RqZct45Qz9mc1JWx+X7Ku+tqid+zEmlP3PXrl07dO3aFSdOnMDatWsRGBiIjh07qpVZsmSJOE/btGnTjDYqX1BQEIKCgiCVSk0+twgRUYVWs6biTxM7O6B1a+11mzZVLDMzAVtboHlzReIGKM7AKQezkMtRIJUCyiG1LS2LbrdhQ+3r3NwUf9r4+mpfZ0Svvvoq/vrrLxQUFCA+Ph45OTmoVauW+EV306ZNYlkfHx+NbUgkEowbNw7jxo1DRkYGEhMTYWNjg1q1aokjNqvOaaatHV00aNAAISEh+P3335GQkIAXL16gRo0aYpfNU6dO6bSdwYMHY/DgwcjOzkZCQgIsLCxQq1Yt8fuBoeI1BV3OgGnqjqaaVA4fPrzQmdyS0HWS55JMNaKMt379+vj33391rleep3ZSPmYbGxuNXS21efl6RXNVFselar0nT56ULmAjKffJXWRkJGJiYsT/VS/IjomJQVhYmFr5cePGFWpjxYoV6Ny5M7KzsxEQEIC5c+fC398f2dnZ2LJlC9asWQNAMaLRy/OTEBERVXaWlpYavwCqjjin7bIHVY6OjoVGpM7Ly8O5c+cAKJKzoroM6koikaBmzZqFzvjoG2+VKlU0ftlXtmNnZydOOF1eJCqv8yyC8gyQandQOzs72NvbIysrC2lpaUYd8VG5bQsLC8jlcjx9+lTv+sqzt4mJiWjWrJleXTPLK+VjzsvLQ7Vq1Up0xrM8MOZxaa7X2akq93tySEgI1q9fr3HdyZMnC03QqCm58/X1xdatWzF69GhIpVKNo1E1adIE4eHhBus7T0REVJHl5eXh77//BgDUrl27xEOH79mzR5yfqrhBIEpLeaaxSpUqGDRoUInauHz5stjbZ8iQIeVuDs7Y2Fg8e/asUNdVpeTkZDx48AAACiVwvr6+4nevrKysUs0HVhxra2u0bNkSV69exYkTJyAIgl5n8Hx9fbFnzx5kZWXh5MmT6N69u9FiNRe+Kmf4IyIiihw4p6Ix1HGpOtl9rVq1DBKboVX6a+6UBg0ahKtXr2LGjBlo0qQJ7O3t4erqirZt2+KHH37ApUuX0KhRI6PGwGvuiIjKEYkEsLJSLKmQFStWIDk5GQDwwQcf6NzFTlV+fj7mz58PQPFlfvLkyQaNUdW2bdtw5coVAIqRKYsaXKEoqlM3vDwZtZKdnR0AIDc3t0TbMCZBEMRxBjQJCwsTz1707t1bbd0bb7wBQDGaYHBwsPGC/B9lAh4bG1toWobiqI6uuXjxYoPGVRJlsU/069dPTGqWLVtW5CjxFY0ux6UufvvtN/G2uf4gUO6TO+WbjK5/RfH29sbSpUtx+/ZtZGZmIjU1FVFRUfjss8+M+uuTEqdCICIqR+ztgddeUywroaImAd61a5f4Zapx48b45JNPNJZLSUnROlhDXl4eJkyYIF4n8/nnn2udi6xHjx6QSCSQSCTiWSV94j179iwmTZoEQNHd79tvv9VYTiqVah00RBAEzJ07F3v27AEAjB49Gl27dtVYVtkd7t69e1pjMqX//Oc/uH37dqH7o6Oj8c033wBQPIaXpx/44IMPxG6zX331Ffbu3Vvkdk6ePKk2cby+pk6dCof/Xe/6/vvvFxq9U9XL8xn7+fkhICAAgOLssPJHBG0ePHigdU5HQyiLfaJ27doYP348AODKlSt4//33i0zwkpKSxHnxXlavXj3xmDM1QxyXZ86cQXwRU8gIgoAvv/wShw4dAqC43tgcR8oEKkC3TCIiIip7LVu2RMeOHTFs2DC0aNECNjY2ePDgAbZt24atW7cCUIxIt3XrVvGsxMuOHj2KyZMnY9SoUejduzfq1q2LrKwsXLp0CatXrxa7QAUEBJR6gI4BAwbAyckJI0eOxKuvvgoHBwc8efIE//77L8LCwpCfnw9bW1ts2rRJ64iRd+7cQbdu3TB8+HD0798fDRo0QH5+Pm7cuIGQkBCc+d8UGb6+vlipHCVVg06dOiE2Nhb//vsvfvvtN3Tu3Fl8jpydnXUasdJYGjdujKSkJHTo0AGff/65OOLp0aNH8f3334tdZFeuXKk2bxigiH3z5s3o168fcnNzMXDgQAwdOhRDhw5Fw/8NGBQfH48LFy5gx44duHr1KlauXCnOqaavGjVq4Ndff8XYsWORlJSEdu3aYfLkyejXrx9q1KiBjIwMXL9+Hf/++y9u375dKHEKDQ1F27ZtER8fj6+//hr79+/HhAkT0KpVK9jZ2eHZs2e4evUq9u3bh8OHD2PIkCEYMWJEiWItTlntE0uWLMGpU6dw/fp1rFu3DmfOnMF7772HNm3awNHREWlpabhx4wYOHjyIPXv2oFWrVuIPH8Zw+fJlXL58WeO6hISEQmNnvP3224WuyzXEcblv3z58//336Nu3L/r06QMfHx+4uroiNzcXV69exdq1a8Vrf+3t7fH777+bRWKrCZM7IiKiksjOBmJigEaNgCpVTB1NmZPL5YiIiEBERITG9T4+Pti4caPadT6apKWlITg4WGs3vnHjxuHXX38tlEjoSxAEnD59Wuuk2XXq1EFYWBh69epVZDvZ2dlYv3691uv9Bw4ciPXr1xfZrfOTTz7B33//jdzcXHzwwQdq6wIDAwt9oS1LtWrVwrJlyzB8+HDMmTOn0HoLCwssXrwYQ4cO1Vi/d+/e2L9/P0aNGoWEhARs27YN27Zt07o95UilJTVmzBjI5XJMmTIF2dnZ+Pnnn/Hzzz8XKuft7V3ovlq1auH06dMYNmwYoqKicPbsWZw9e9ZosRalrPYJR0dHHDt2DKNGjcK+fftw8+ZNTJ8+XWt5Yz5mANi5cycWvjzn6P/cvn1bPNOo1KNHj0LJHWCY4zI3Nxf//PNPkV1869ati02bNpn1JVRM7oiIiEpCLgdycxXLSigkJAQRERE4d+4c4uPjkZGRgerVq+OVV17B22+/jTFjxhQ7aEHXrl3x448/4vDhw7h16xYSExPF4cv9/f0xbtw4dOjQwSDx/vTTT9i1axdOnjyJp0+fIi0tDdWqVUOzZs3w5ptvYsKECRq/NKpq2rQpfvnlFxw8eBDXr19HYmIiCgoKUKNGDXTq1AmjR4/G66+/Xmwsr732Gk6fPo0ff/wRJ0+eRGJiolldfzdgwACcP39efG3i4+Ph6uqKrl27YtasWYWmjHpZz549ce/ePYSGhmL37t24cuUKnj17BgsLC1SvXh3NmzdH9+7dMXToUDRVTi1SCoGBgQgICEBwcDD27duHe/fuISsrCzVq1EDdunXRr18/rWfcvL29cfbsWfzzzz/YunUrzp49i8TERMhkMri6uqJx48bo2LEj3njjDa3dbA2hLPeJqlWrYu/evTh8+DA2btyIyMhIcSoTZ2dnNGzYEO3atcOAAQPErqvmzBDH5fjx4+Hp6YnTp0/j6tWrSEpKwrNnz2BlZQV3d3e0bt0agwYNwsiRI7X2RDAXEqE8jOlZSSh/uSwoKMCdO3eQnp5u9F9MinPnzh1ER0dj6105qrjrN8+JNOkxHoSvwpZ1q8XuGESGJJPJsGfPHvTv37/cjUhHhpWTk4PY2FjUr1+/7D54MzOB6Gj1ee5UyOVySKVSODs7q00yTWQOXt4/e/TogWPHjqF79+44evSoqcOjSqwiv3eW9LNKOQe2LrlBxXrGyjkOqEJERERERCXF5I6IiIiIiKgCYHJHRERUEnZ2QOPGiiUREZEZ4IAqREREJWFpCbi4mDoKIiIiEc/cmZHg4GD4+PiY9fCqRET0P3l5wNOniiUREZEZ4Jk7MxIUFISgoCBxRBwiIjJjMpkiuXNxAUo5BxuRqXGETKKKgWfuiIiIiIiIKgAmd0RERERERBUAkzsiIiIiIqIKgMkdERFRSVhZAVWrKpZERERmgJ9IRERUYQiCUHYbs7UFGjQou+0REVG5VhafUTxzZ0Y4FQIRUclYWCg+zuRyedltVC4HcnIUSyIiomIoP6OUn1nGwOTOjAQFBeHmzZuIiooydShEROWKtbU1LC0tkZmZWXYbzc4Grl9XLImIiIqRk5MDCwsLWBmxOz+TOyIiKvckEgmcnJwglUrLtmsmERGRjjIyMmBvb88zd0RERMVxcXGBTCbD06dPmeAREZFZSU1NRVZWFpydnY26HQ6oQkREFYK9vT3q1KmDx48fIzs7G87OzrC3t4elpSUkEonhN5ib+/9LS8tCq+VyOfLy8sRuOETmhPsnmauKtG8KgoD8/Hykp6fjxYsXcHNzg4uLi1G3yeSOiIgqDCcnJ3h7eyM9PR1paWl49uyZ8TaWlwekpADW1oCNTaHVgiAgOzsbVapUMU5ySVQK3D/JXFXEfdPW1haenp5wc3Mz+raY3BERUYVib28Pe3t71KhRAzKZzLgjaDZtqnWVTCbD8ePH0a1bN1hbWxsvBqIS4P5J5qqi7ZuWlpawsrIqs0SVyR0REVVIEokENhrOqJUVS0tL5Ofnw87OrkJ8QaGKhfsnmSvum6VTvjuyVjCc546IqBy5fRvo2FGxJCIiMgNM7swI57kjIipHMjOBM2cUSyIiIjPA5I6IiIiIiKgCYHJHRERERERUATC5IyIiIiIiqgCY3BEREZVEvXrAH38olkRERGaAUyEQERGVRNWqwOjRpo6CiIhIxDN3REREJZGcDAQHK5ZERERmgMkdERFRSTx6BEydqlgSERGZASZ3REREREREFQCTOyIiIiIiogqAyR0REREREVEFwOTOjAQHB8PHxwd+fn6mDoWIiIrj5AQEBCiWREREZoDJnRkJCgrCzZs3ERUVZepQiIioOI0bA/v3K5ZERERmgMkdERFRSRQUAFKpYklERGQGmNwRERGVxJUrgIuLYklERGQGmNwRERERERFVAEzuiIiIiIiIKgAmd0RERERERBUAkzsDqVevHiQSica/Dz74wNThERERERFRBWdl6gAqEhcXF0yfPr3Q/W3bti37YIiIyLhatQKSkgBXV1NHQkREBIDJnUG5urpiwYIFpg6DiIjKgrU1UL26qaMgIiISsVsmERFRSdy7B7zxhmJJRERkBsp9cpeUlITdu3dj3rx56NevH9zd3cVr3caNG6dXW3Fxcfjkk0/QvHlzODg4oGrVqmjXrh1++uknZGVlFVs/NzcX69evx7fffotff/0VVzj3ERFRxZWeDuzapVgSERGZgXLfLdPT09Mg7YSHh2PUqFFIV/mQzsrKQlRUFKKiohASEoI9e/agQYMGWttISEgolFD27dsXf/zxB9zd3Q0SJxERERERkSbl/sydKi8vLwQEBOhd78qVKxg+fDjS09Ph6OiIb775BqdOncKhQ4cwefJkAMDt27cxYMAAZGRkaGxjwoQJOHr0KJKTkyGVSnHmzBn069cP+/btwxtvvAFBEEr12IiIiIiIiIpS7s/czZs3D35+fvDz84OnpycePHiA+vXr69XG9OnTkZWVBSsrK0RERKBjx47iup49e6Jx48b47LPPcOvWLSxduhTz5s3TGIeq9u3bY/fu3ejevTsiIyOxZ88eDBgwoGQPshyT5eXh4cOHetdzdnZGdQ5UQERERESks3Kf3C1cuLBU9aOionD06FEAwMSJE9USO6VZs2YhNDQU0dHRWL58OebMmQNra+ti27awsMD48eMRGRmJkydPVrrkLjcjHQ9i72P63AWwtbXVq25VJ3tsDA1hgkdE5qt2bWDJEsWSiIjIDJT75K60du7cKd4eP368xjIWFhYYO3Ys5syZg9TUVBw9ehR9+vTRqX3ltXa6DMhS0chysyGXWMG9w1uoVstb53qZzxORfHo7pFIpkzsiMl+ensDMmaaOgoiISFTpk7sTJ04AABwcHNCmTRut5bp37y7ejoyM1Dm5O3v2LACgXr16JQ+ynLN3qw5njzp61Uk2UixERAaTmgocPAj07g24uZk6GiIiooo1oEpJREdHAwAaNWoEKyvtuW6zZs0K1VG6efMm0tLSCtWJjIzE0qVLYWtri7feesswARMRkXmIjQWGD1csiYiIzEClPnOXk5ODlJQUAECdOkWfWXJzc4ODgwMyMzPx6NEjtXV//fUXFi9ejF69eqFevXqwtbXF9evXERERAQsLC6xevRp169Y12uMgIiIiIiKq1MndixcvxNuOjo7Fllcmdy9Ph+Dv74/o6GhcvHgRx44dQ05ODjw9PfHOO+9gxowZaNeuXZHt5ubmIjc3V/xfKpUCAGQyGWQymT4PyeAKCgoAAFYWgBXketW1tpTAzs4W1nrWtbYAbGysUVBQYPLHT+ZNuX9wPyGTyM+HNQBZfj6gYR/k/knmjPsnmSvum4Xp81xU6uQuJydHvG1jY1NseeWIj9nZ2Wr3d+/eXe2aPH199913Gkf9jIiIgL29fYnbNaShDS0AJOhXqX1NTGz/w//+0aOumwXQ+H1ER0cX6gJLpMmBAwdMHQJVQi737qEHgJORkUiPj9dajvsnmTPun2SuuG/+P30GZqzUyZ2dnZ14Oy8vr9jyyrNrVapUMWgcc+bMwUyVEdekUqk4Ibuzs7NBt6WvmJgY3LlzB9vvyVGlai296sbfuYQzm5ej84Sv4OHVSOd6L1Ke4uH+3xEavFzvOQupcpHJZDhw4AD69Omj0/QkRAYVHQ3htdfQuXdvoHnzQqu5f5I54/5J5or7ZmHKXn26qNTJnZOTk3j75a6WmmRmZgLQrQunPmxtbTXOA2dtbW3yndrS0hIAkC8H8vUcf0dWICAnJxcyPevK5EBengyWlpYmf/xUPpjDsUKV0CuvAJcuobg9j/snmTPun2SuuG/+P32eh0o9WqadnZ04D93jx4+LLJuamiomd15eXkaJJzg4GD4+PvDz8zNK+0REREREVHFV6uQOAJr/rytNTEwM8vPztZa7detWoTqGFhQUhJs3byIqKsoo7RMRkQFdugTY2iqWREREZqDSJ3ddunQBoOhyeeHCBa3ljh07Jt7u3Lmz0eMiIiIzJwhAXp5iSUREZAYqfXI3ZMgQ8XZoaKjGMnK5HBs2bAAAuLq6wt/f3yixsFsmERERERGVVKVP7tq1a4euXbsCANauXYvTp08XKrNkyRJxSP5p06YZ7eJOdsskIiIiIqKSKvejZUZGRiImJkb8PyUlRbwdExODsLAwtfLjxo0r1MaKFSvQuXNnZGdnIyAgAHPnzoW/vz+ys7OxZcsWrFmzBgDQpEkTzJo1yyiPg4iIiIiIqDTKfXIXEhKC9evXa1x38uRJnDx5Uu0+Tcmdr68vtm7ditGjR0MqlWLu3LmFyjRp0gTh4eFq0ycQEVEl1rw5cP060KCBqSMhIiICwG6ZokGDBuHq1auYMWMGmjRpAnt7e7i6uqJt27b44YcfcOnSJTRqpPtE3CXBa+6IiMqRKlWAFi0USyIiIjNQ7pO7sLAwCIKg819RvL29sXTpUty+fRuZmZlITU1FVFQUPvvsM9jb2xv9sfCaOyKicuThQ2DSJMWSiIjIDJT75I6IiMgknj0D1q5VLImIiMwAkzsiIiIiIqIKgMkdERERERFRBcDkzoxwQBUiIiIiIiopJndmhAOqEBGVI56ewOzZiiUREZEZKPfz3BEREZlE7drAd9+ZOgoiIiIRz9wRERGVxIsXwNGjiiUREZEZYHJHRERUEnfvAv7+iiUREZEZYHJnRjigChERERERlRSTOzPCAVWIiIiIiKikmNwRERERERFVAEzuiIiISsLaWjFiprW1qSMhIiICwKkQiIiISqZVK+DxY1NHQUREJOKZOyIiIiIiogqAyR0REVFJXLsG1KmjWBIREZkBJndmhFMhEBGVIzIZ8OSJYklERGQGeM2dGQkKCkJQUBCkUilcXFxMHY5JyfLy8PDhQ73rOTs7o3r16kaIiIiIiIjIvDG5I7OTm5GOB7H3MX3uAtja2upVt6qTPTaGhjDBIyIiIqJKh8kdmR1ZbjbkEiu4d3gL1Wp561wv83kikk9vh1QqZXJHRERERJUOkzsyW/Zu1eHsUUevOslGioWIqJDGjYEjRxRLIiIiM8DkjoiIqCScnIAePUwdBRERkYijZRIREZXEkyfAnDmKJRERkRlgckdERFQSiYnA998rlkRERGaAyZ0Z4Tx3RERERERUUkzuzEhQUBBu3ryJqKgoU4dCRERERETlDJM7IiIiIiKiCoDJHRERUUlUqwZMnKhYEhERmQFOhUBERFQS3t5ASIipoyAiIhLxzB0REVFJZGcDN24olkRERGaAyR0REVFJREcDLVsqlkRERGaAyR0REREREVEFwOSOiIiIiIioAmByR0REREREVAEwuSMiIioJiQSwsVEsiYiIzACnQiAiIioJX18gN9fUURAREYl45s6MBAcHw8fHB35+fqYOhYiIiIiIyhkmd2YkKCgIN2/eRFRUlKlDISKi4kRHA61bcyoEIiIyG0zuiIiISiI7G7h0iZOYExGR2WByR0REREREVAEwuSMiIiIiIqoAmNwRERERERFVAEzuiIiISqJ+feCvvxRLIiIiM8DkzkgWL14MiUQCiUSCM2fOmDocIiIyNDc3YNgwxZKIiMgMcBJzI4iOjsa8efPg4OCAzMxMU4dTqcjy8vDw4UO96zk7O6N69epGiIiIKqzERODPP4FRowBPT1NHQ0RExOTO0AoKChAYGIhXX30VTZo0wcaNG00dUqWRm5GOB7H3MX3uAtja2upVt6qTPTaGhjDBIyLdPXkCzJoF9OjB5I6IiMwCkzsD++GHH3DlyhVcvHgRP/74o6nDqVRkudmQS6zg3uEtVKvlrXO9zOeJSD69HVKplMkdEREREZVb5T65S0pKwrlz53Du3DlERUUhKioKz549AwAEBgYiLCxM57bi4uLw888/Izw8HHFxcbC1tUWjRo0wfPhwfPjhh7C3ty+y/vXr17Fw4UJ8+eWXaNGiRWkeFpWCvVt1OHvU0atOspFiISIiIiIqK+U+ufM0UFeY8PBwjBo1Cunp6eJ9WVlZYsIYEhKCPXv2oEGDBhrr5+fnY9y4cWjevDlmz55tkJiIiIiIiIh0VaFGy/Ty8kJAQIDe9a5cuYLhw4cjPT0djo6O+Oabb3Dq1CkcOnQIkydPBgDcvn0bAwYMQEZGhsY2vv32W1y5cgXr1q2DtbV1qR4HERGVAy4uwKBBiiUREZEZKPdn7ubNmwc/Pz/4+fnB09MTDx48QH095xyaPn06srKyYGVlhYiICHTs2FFc17NnTzRu3BifffYZbt26haVLl2LevHlq9a9cuYJFixbhk08+QevWrQ3yuIiIyMw1bAj8+6+poyAiIhKV+zN3CxcuxMCBA0vcPTMqKgpHjx4FAEycOFEtsVOaNWsWmjdvDgBYvnw5ZDKZ2vrAwEA0bNgQCxYsKFEMRERUDslkQHKyYklERGQGyn1yV1o7d+4Ub48fP15jGQsLC4wdOxYAkJqaKiaDSleuXMGtW7dgZ2cnTlwukUiwfv16AEDHjh0hkUjUtkVEROXctWuAh4diSUREZAYM1i2zb9++mDhxIoYMGVKurjk7ceIEAMDBwQFt2rTRWq579+7i7cjISPTp00f8f+LEiRrrHD9+HHfv3sUbb7yB6tWro169eoYJmoiIiIiI6CUGS+4iIiJw4MABuLm5YfTo0Rg/fjxeffVVQzVvNNHR0QCARo0awcpK+9PRrFmzQnWUQkJCNNYZN24c7t69izlz5qBDhw4GiJaIiIiIiEgzg3XL9PDwgCAIeP78OVauXInWrVujTZs2WLVqFdLS0gy1GYPKyclBSkoKAKBOnaLnRXNzc4ODgwMA4NGjR0aPjYiIiIiISB8GO3P35MkT7NmzB6GhoQgPD4dMJsOlS5fw0Ucf4ZNPPsGbb76J8ePHo3fv3obaZKm9ePFCvO3o6FhseQcHB2RmZmqdDqGkcnNzkZubK/4vlUoBADKZrNDgLWWtoKAAAGBlAVhBrldda0sJ7OxsYa1n3TKvZwHY2FijoKDA5M836Uf5evF1I5PIz4c1AFl+vsZBVbh/kjnj/knmivtmYfo8FxJBEARDB5CcnIw//vgDYWFhuH79umJDEgkAoG7duhg/fjzGjRuHunXrGnrTalMhBAYGIiwsTGvZR48eiTGMGTMGGzZsKLLtunXr4tGjR2jYsCFiYmIMFvOCBQuwcOHCQvdv2rQJ9vb2BtsOEREZUEEBrHJzkW9rC1hamjoaIiKqoLKysjBy5Eikp6fD2dm5yLJGSe5UXbhwAWvXrsXWrVuRmpqq2Oj/RpP09/fHpEmT8Oabb8LGxsYg29MnuUtOToaHhwcA4J133sGWLVuKbNvT0xNJSUlo2bIlrhlwdDRNZ+68vLyQkpJS7AtobDExMbhz5w6235OjStVaetWNv3MJZzYvR+cJX8HDq5HZ1nuR8hQP9/+O0ODles+RSKYlk8lw4MAB9OnTp1wN5ESVA/dPMmfcP8lccd8sTCqVwt3dXafkzuiTmLdp0wZt2rTBsmXLsGPHDqxbtw6HDx+GXC7H4cOHcfjwYbi6umLkyJGYMGECfH19jR2SyMnJSbytS1fLzMxMALp14dSHra0tbG1tC91vbW1t8p3a8n+/RufLgXw9L9GUFQjIycmFTM+6ZV5PDuTlyWBpaWny55tKxhyOFaqE7t4Fpk4FfvkFaNxYazHun2TOuH+SueK++f/0eR7KbJ47W1tbvPvuu4iIiMDBgwdRo0YNcV1qaipWrVqFtm3bon379mU2H5ydnR3c3d0BAI8fPy6ybGpqqpjceXl5GSWe4OBg+Pj4wM/PzyjtExGRAb14AUREKJZERERmwOhn7pSysrLw999/IzQ0FMePHwcAKHuE+vj44MGDB8jKykJUVBSGDh2KgQMHYuvWrbCzszNqXM2bN8eJEycQExOD/Px8rdMh3Lp1S62OMQQFBSEoKAhSqRQuLi5G2QZpJsvLw8OHD/Wu5+zsjOrVqxshIiIiIiIi/Rg9uTt58iRCQ0Oxbds2ZGRkiAmdi4sLRowYgUmTJqF169bIyMjA5s2bsXz5ckRHR2P37t34/vvvsWDBAqPG16VLF5w4cQKZmZm4cOEC2rdvr7HcsWPHxNudO3c2akxUtnIz0vEg9j6mz12gsXtsUao62WNjaAgTPCIiIiIyOaMkd0+ePMGGDRsQFhYmjiqpTOo6d+6MyZMnY9iwYahSpYpYx9HREZMnT8bEiRMxatQobN26FZs2bTJ6cjdkyBB89913AIDQ0FCNyZ1cLhdH0nR1dYW/v79RYgkODkZwcLA4/QCVDVluNuQSK7h3eAvVannrXC/zeSKST2+HVCplckdEREREJmew5C4vLw87d+5EaGgoDh48CLlcLiZ01atXx9ixYzFp0iQ0bdq0yHYsLCwwY8YMbN26tUTd5PTVrl07dO3aFSdOnMDatWsRGBiIjh07qpVZsmQJoqOjAQDTpk0z2sWd7JZpWvZu1eHsUfRk9i9LNlIsRFQOeHkpBlMx0nXYRERE+jJYclezZk2kpaUBUJyls7CwQJ8+fTBp0iQMHjxYr4SoWrVqAID8/Pxiy0ZGRqrNOZeSkiLejomJKTQVwrhx4wq1sWLFCnTu3BnZ2dkICAjA3Llz4e/vj+zsbGzZsgVr1qwBADRp0gSzZs3S+XEQEVEFVr06EBRk6iiIiIhEBkvulHPYeXl5Yfz48ZgwYUKJJymvWrUq5s+fr1PZkJAQrF+/XuO6kydP4uTJk2r3aUrufH19sXXrVowePRpSqRRz584tVKZJkyYIDw9Xmz6BiIgqsefPgT17gP79gapVTR0NERGR4ZK7N998E5MmTULfvn0hkUhK1Zabm5vOyZ2hDBo0CFevXsWKFSsQHh6Ox48fw8bGBo0aNcKwYcMwdepU2NvbGzUGXnNHRFSOPHgAjBkDXLjA5I6IiMyCwZK77du3G6opvYSFhRXqellS3t7eWLp0KZYuXWqQ9vTFa+6IiIiIiKikymwScyIiIiIiIjIeg525e/HiBZYtWwYAeO+991CjRo0iy8fHx+P3338HAHz66adq0yIQERERERGRfgx25m7nzp1YsGAB/vzzz2ITOwCoUaMG/vzzTyxcuBC7du0yVBhERERlw8EB6NBBsSQiIjIDBkvu/vvf/0IikWD48OE6lZdIJHj33XchCAK2bdtmqDDKteDgYPj4+MDPz8/UoRARUXGaNgVOn1YsiYiIzIDBumXeunULANCpUyed6ygnC79586ahwijXOKBK+SPLy8PDhw/1rufs7Izq1asbISIiIiIiqqwMltw9fvwYgGIyc10pu28+efLEUGEQlZncjHQ8iL2P6XMXwNbWVq+6VZ3ssTE0hAkeUXl28SLQpo1iKoTWrU0dDRERkeGSOwsLRQ/PrKwsnesoy+bn5xsqDKIyI8vNhlxiBfcOb6FaLW+d62U+T0Ty6e2QSqVM7oiIiIjIYAyW3NWsWRN3797F+fPnde6aef78eQDQaQAWInNl71Ydzh519KqTbKRYiIiIiKjyMtiAKl27doUgCFi1ahVkMlmx5WUyGVatWgWJRIIuXboYKoxyjQOqEBERERFRSRksuRs/fjwA4O7duxg5cmSR3TOzsrIwYsQI3LlzR61uZRcUFISbN28iKirK1KEQEREREVE5Y7BumZ06dcK7776LLVu24L///S/Onj2LyZMno1u3bqhZsyYkEgmePn2K48ePIyQkBI8fP4ZEIsHbb7+N7t27GyoMIiKisuHjA9y9C9TRr1s2ERGRsRgsuQOAdevWISUlBQcPHsSTJ0+wYMECjeUEQQAA9OnTB+vXrzdkCERERGXDzg5o1MjUURAREYkM1i0TAOzs7LB//34sW7YMtWrVgiAIGv+8vLzw888/Y9++fbCzszNkCERERGUjNhYYPVqxJCIiMgMGPXMHABKJBNOmTcPHH3+My5cv49KlS0hJSQEAuLu7o3Xr1nj11VchkUgMvWkiIqKyk5oK/PknMHMmUL++qaMhIiIyfHKnJJFI4OvrC19fX2NtgoiIiIiIiP7HoN0yqXQ4FQIREREREZUUkzszwqkQiIiIiIiopIzSLfPKlSs4ceIE7t+/jxcvXqCgoKDI8hKJBGvXrjVGKERERMZRsyYwf75iSUREZAYMmtzdvn0bEyZMwJkzZ3SuIwgCkzsiIip/atYEtEz5Q0REZAoGS+6ePHmCbt26ISUlRZzHztHREW5ubrCwYO9PIiKqYKRS4PRpoGNHwNnZ1NEQEREZLrn75ptvkJycDIlEgkmTJuGTTz5BkyZNDNU8ERGReYmJAfr2BS5cAFq3NnU0REREhkvu9u3bB4lEgrFjx2LNmjWGapaoQpLl5eHhw4d613N2dkb16tWNEBERERERlXcGS+6ePn0KABg7dqyhmiSqkHIz0vEg9j6mz10AW1tbvepWdbLHxtAQJnhEREREVIjBkjs3NzckJSXB1dXVUE0SVUiy3GzIJVZw7/AWqtXy1rle5vNEJJ/eDqlUyuSOiIiIiAoxWHLXtm1b7NmzB3fu3IGvr6+hmq1UgoODERwcXOzUEVQx2LtVh7NHHb3qJBspFiIqAVtboGFDxZKIiMgMGGwYy48//hiCIPB6u1LgJOZEROVIixaKQVVatDB1JERERAAMmNz16dMHn332GY4cOYIpU6ZAJpMZqmkiIiIiIiIqhsG6ZW7YsAE+Pj7o1KkT1qxZg127duHtt99Gs2bNYG9vX2x9DsRCRETlytWrQK9ewKFDwCuvmDoaIiIiwyV348aNg0QiEf+Pj4/HypUrdaqrnEKBiIio3MjPB1JSFEsiIiIzYLDkDgAEQTBkc0T0Es6PR0RERETaGCy5i42NNVRTRKQB58cjIiIioqIYLLnz9tZ9vi4i0h/nxyMiIiKiohi0WyYRGR/nxyMyE02aAKdOKZZERERmgMkdERFRSTg6Ah07mjoKIiIikcHmuVMVExODefPmoU+fPmjVqhUaNWqEmJgYtTLXr1/Hnj17cOzYMWOEQEREZFyPHwMzZyqWREREZsCgZ+7kcjk+//xzLF++HHK5XBw9UyKRIC8vT63so0ePMHDgQFhZWSE2Nha1a9c2ZChERETGlZQELFsGjB4N1NGvqzQREZExGPTM3fvvv4+lS5eioKAAtWrVwttvv621bL9+/dCgQQMUFBTg77//NmQY5VZwcDB8fHzg5+dn6lCIiIiIiKicMVhyd/ToUaxduxYAMHfuXDx48AB//fVXkXWGDRsGQRBw5MgRQ4VRrgUFBeHmzZuIiooydShERERERFTOGKxb5urVqwEA/fv3x6JFi3Sq065dOwDAjRs3DBUGERERERFRpWSwM3enT5+GRCLBxIkTda5T53/XKCQkJBgqDCIiorLh7g58+KFiSUREZAYMduYuKSkJAFC/fn3dN26l2LxMJjNUGERERGWjbl0gONjUURAREYkMduauSpUqAICsrCyd68TFxQEA3NzcDBUGERFR2cjKAi5eVCyJiIjMgMGSO+UZu0uXLulcZ/fu3QAAHx8fQ4VBRERUNm7dAtq0USyJiIjMgMGSu4CAAAiCgDVr1kAulxdb/sKFC/jjjz8gkUjQt29fQ4VhEmlpafj444/RsWNH1KhRA7a2tqhduzZ69uyJ7du3i/P9ERERERERGYvBkrupU6eiSpUquHbtGiZPnlzkdXTbt29H3759kZeXB2dnZ7z33nuGCsMkUlJSsG7dOjg4OGDIkCGYNWsW+vXrhxs3buDtt9/G+++/b+oQiYiIiIiogjPYgCq1a9fGzz//jMmTJyMsLAwREREYNGiQuH7t2rXIysrCwYMHcf/+fQiCAIlEgjVr1sDFxcVQYZhE/fr1kZaWJg4Qo/TixQt06NABv//+O6ZNm4YWLVqYKEKq7GR5eXj48KHe9ZydnVG9enUjREREREREhmaw5A4AJk6cCIlEgo8//hhPnjzBb7/9BolEAgBYvnw5AIhdFG1tbbF69WoMGzbMkCGYhKWlpcb7nZyc8Prrr+PmzZuIiYlhckcmkZuRjgex9zF97gLY2trqVbeqkz02hoYwwSPSxMICcHJSLImIiMyAQZM7AJgwYQICAgKwfPly/Pvvv4iJiVFbX7t2bbzxxhv49NNPUa9evVJvLykpCefOncO5c+cQFRWFqKgoPHv2DAAQGBiIsLAwnduKi4vDzz//jPDwcMTFxcHW1haNGjXC8OHD8eGHH8Le3l6v2HJycnD48GFIJBIOGkMmI8vNhlxiBfcOb6FaLW+d62U+T0Ty6e2QSqVM7og0ee01QCo1dRREREQigyd3gGJy8p9++gk//fQTpFIpkpKSUFBQgGrVqsHdwJO9enp6GqSd8PBwjBo1Cunp6eJ9WVlZYsIYEhKCPXv2oEGDBlrbSEtLw/LlyyGXy5GUlIQ9e/bg0aNHmD9/Pho3bmyQOIlKyt6tOpw96uhVJ9lIsRARERGR4RkluVPl7OwMZ2dnY28GAODl5YXmzZsjIiJCr3pXrlzB8OHDkZWVBUdHR8yZMwf+/v7Izs7Gli1b8Pvvv+P27dsYMGAAoqKi4OjoqLGdtLQ0LFy4UPzf2toaP/74I2bNmlWqx0VERGbo5k1g2DBg2zaAvTOIiMgMGD25M7Z58+bBz88Pfn5+8PT0xIMHD8Q593Q1ffp0ZGVlwcrKChEREejYsaO4rmfPnmjcuDE+++wz3Lp1C0uXLsW8efM0tlOvXj0IgoCCggI8evQIW7ZswRdffIFTp07hr7/+KjTgChERlWM5OYoELyfH1JEQEREBMOBUCKaycOFCDBw4sMTdM6OionD06FEAigFhVBM7pVmzZqF58+YAFAPDFDXNA6AYYKVevXqYPXs2Fi1ahB07duD3338vUXxERERERES6MNippJ49e5a4rkQiwaFDhwwVil527twp3h4/frzGMhYWFhg7dizmzJmD1NRUHD16FH369NGp/YCAAHz22Wc4evQopkyZYoiQiYiIiIiICjFYcnf06FFIJBJxqgNNlNMiKCnLvnx/WTpx4gQAwMHBAW3atNFarnv37uLtyMhInZO7p0+fAgC7ZBIRERERkVEZLOPo1q1bsUlaZmYm7t69i/T0dEgkEjRp0gQ1a9Y0VAglEh0dDQBo1KhRkQlYs2bNCtVRunz5MurXr19oMvbnz59j7ty5AIB+/foZKmQiIjIHDRoA//yjWBIREZkBg56504UgCAgPD8e0adPw/PlzhISEoEuXLoYKQy85OTlISUkBoJi+oShubm5wcHBAZmYmHj16pLYuLCwMISEh8Pf3h7e3NxwcHPDw4UOEh4cjIyMDQ4cOxciRI7W2nZubi9zcXPF/6f/mTZLJZMVe32dsBQUFAAArC8AKcr3qWltKYGdnC2s967KemdSzUFyU++DBA3E/0JWTk5PBpz3RRHl8mPo4oUrKwQFQ/nCnYR/k/knmjPsnmSvum4Xp81xIhKL6URpRfHw8Wrdujfz8fFy+fBm1a9c2SLuqo2UWN4l5cnIyPDw8AADvvPMOtmzZUmTbnp6eSEpKQsuWLXHt2jXx/sjISKxduxZnzpzB06dPkZWVhapVq6J169YYO3Ys3n333SLPai5YsEBtCgWlTZs26T1xOhERlQ3b1FTUPXQIcb16IdfNzdThEBFRBZWVlYWRI0ciPT292CnmTHYhWM2aNTFz5kx8/vnnWLx4MVasWFHmMeSoDF9tY2NTbHlbW1sAQHZ2ttr9Xbp0KdXZxzlz5mDmzJni/1KpFF5eXggICCizOQK1iYmJwZ07d7D9nhxVqtbSq278nUs4s3k5Ok/4Ch5ejVivnNZr/dYUVK1ZV+d6malJSDn3D0KDl+s9LYm+ZDIZDhw4gD59+sDa2tqo2yIq5NIlWI8fj8YffQT4+hZazf2TzBn3TzJX3DcLU/bq04VJR/lQJkTh4eEmSe7s7OzE23l5ecWWV3adrFKlikHjsLW1FRNHVdbW1ibfqS0tLQEA+XIgX8+ZM2QFAnJyciHTsy7rmVc9K2d3VHEvutuyWj05kJcng6WlZZntv+ZwrFAl9L/rtK2trIAi9j/un2TOuH+SueK++f/0eR5MOs+d8myZckTJsubk5CTezsjIKLZ8ZmYmAMDR0dEo8QQHB8PHxwd+fn5GaZ+IiIiIiCoukyZ3kZGRAGCy68rs7OzEQR8eP35cZNnU1FQxufPy8jJKPEFBQbh58yaioqKM0j4REREREVVcJkvuTp8+ja+//hoSiQTt2rUzVRho3rw5AMW1Zfn5+VrL3bp1q1AdIiKqxFxdgbffViyJiIjMgMGuufv666+LLSOXy5Gamorz58/j7NmzkMvlkEgkmDFjhqHC0FuXLl1w4sQJZGZm4sKFC2jfvr3GcseOHRNvd+7cuazCIyIic9WgAbBtm6mjICIiEhksuVuwYEGxk5irEgQBVlZWWLx4Mfr06WOoMPQ2ZMgQfPfddwCA0NBQjcmdXC7Hhg0bAACurq7w9/c3SizBwcEIDg7We04xInMjy8vDw4cP9a7n7OyM6tWrGyEiIiPIywOSkgAPD0CHEZeJiIiMzaCjZRY3ZZ5EIoGTkxPq16+P7t2747333oOPj48hQ9Bbu3bt0LVrV5w4cQJr165FYGAgOnbsqFZmyZIliI6OBgBMmzbNaCP3BAUFISgoCFKpFC4uLkbZBpGx5Wak40HsfUyfu0DjKLBFqepkj42hIUzwqHy4fh1o0wa4cAFo3drU0RARERkuuZPL5YZqSi+RkZGIiYkR/09JSRFvx8TEFJrEfNy4cYXaWLFiBTp37ozs7GwEBARg7ty58Pf3R3Z2NrZs2YI1a9YAAJo0aYJZs2YZ5XEQVRSy3GzIJVZw7/AWqtXy1rle5vNEJJ/eDqlUyuSOiIiIqARMOs+dIYSEhGD9+vUa1508eRInT55Uu09Tcufr64utW7di9OjRkEqlmDt3bqEyTZo0QXh4uNr0CUSknb1bdTh76D4/HgAkGykWIiIiosrApFMhmJNBgwbh6tWrmDFjBpo0aQJ7e3u4urqibdu2+OGHH3Dp0iU0atTIqDFwnjsiIiIiIiqpcn/mLiwsrFDXy5Ly9vbG0qVLsXTpUoO0py9ec0dERERERCVlsOQuLi7OUE2pqVu3rlHaJSIiKpXXXgNycgAjDbJFRESkL4Mld/Xr1zdUUyKJRFLkxOJEREQmY2EB6DkiLBERkTEZ7Jo7QRCM8leZ8Jo7IqJy5M4doEcPxZKIiMgMGOzMXWhoKABg1apViIqKgrW1NQICAtCuXTt4enpCEAQkJSUhKioKERERkMlk8PPzw5QpUwwVQrnHa+6IiMqRjAzg2DHFkoiIyAwYLLkLDAzEpEmTcP78eQQEBGDt2rWoXbu2xrJPnjzB5MmTsX//frRq1Qq///67ocIgIiIiIiKqlAzWLfPvv//GunXr0LZtW4SHh2tN7ACgdu3a2LVrF9q0aYN169bhr7/+MlQYRERERERElZLBztz99ttvkEgkmDlzJiwtLYstb2lpiVmzZmHEiBFYs2YNhg8fbqhQiKickuXl4eHDhzqXLygoAADExsbCzc0N1atXN1ZoRERERGbPYMnd1atXAQBNmjTRuY6y7LVr1wwVBhGVU7kZ6XgQex/T5y6ArY4jENrYWOOzqe9jfNB0ONpaY2NoCBM8Kjt16wK//65YEhERmQGDJXcvXrwAACQlJelcR1lWWbeyCw4ORnBwsHg2gqgykeVmQy6xgnuHt1CtlrdOdaz/17Hcvd1gPI38G1KplMkdlR13d2DSJFNHQUREJDJYcuft7Y07d+5gw4YNeP3113Wqs2HDBgCcqFyJo2USAfZu1eHsUUenslaQA0iAg5uHcYMi0iQlBdi5ExgyRJHoERERmZjBBlQZPHgwBEHAli1bsHjx4mLL//TTT9i8eTMkEgnefPNNQ4VBRERUNuLigMmTFUsiIiIzYLAzd7Nnz8aGDRuQmJiIOXPmYPPmzQgMDISfnx88PDwgkUiQmJiIqKgo/PHHH7h8+TIAoEaNGvj8888NFQYREREREVGlZLDkztXVFQcPHsTrr7+OJ0+e4OrVq5g1a5bW8oIgoE6dOti3bx9cXV0NFQYREREREVGlZLBumQDg4+ODGzduYMaMGXB1dYUgCBr/XF1dMXPmTFy/fh0+Pj6GDIGIiIiIiKhSMtiZOyVnZ2csWbIE3333HS5cuIBr164hNTUVgiCgatWqaNWqFdq0aQMbGxtDb7rc42iZRETliKMj0L27YklERGQGDJ7cKdnY2KBjx47o2LGjsTZR4XC0TCKicqRJE+DoUVNHQUREJDJackdEVJZkeXl4+PCh3vWcnZ05Nx6VjFwOyGSAtTVgYdCrHIiIiErEaMnd/fv3cfr0aSQkJCArKwtTpkyBO+cBIiIjyM1Ix4PY+5g+dwFsbW31qlvVyR4bQ0OY4JH+Ll8G2rQBLlwAWrc2dTRERESGT+4uXbqE6dOnIzIyUu3+oUOHqiV3wcHBWLhwIVxcXHDz5k1YW1sbOhQiqiRkeTmQS6zg3uEtVKvlrXO9zOeJSD69HVKplMkdERERlXsGTe7Cw8Px9ttvIy8vD4IgiPdLJJJCZQMDAzF79mw8e/YMu3fv5kTmRFRq9m7V4exRR686yUaKhYiIiKisGewigYSEBIwYMQK5ubnw8fHB3r178eLFC63lHR0dMWTIEADA3r17DRUGERERERFRpWSw5G7ZsmXIyMiAt7c3Tpw4gddffx0ODg5F1unRowcEQcCFCxcMFQYREREREVGlZLBumfv374dEIsGsWbPg6uqqU52mTZsCAB48eGCoMIiIiMpGy5bAo0eAh4epIyEiIgJgwDN3sbGxAIB27drpXMfJyQkAkJGRYagwyrXg4GD4+PjAz8/P1KEQEVFxbGyAOnUUSyIiIjNgsOROJpMBgF6jXqalpQFAsd03K4ugoCDcvHkTUVFRpg6FiIiKc/8+MGyYYklERGQGDNYts0aNGnj48CFiY2Ph6+urU53Tp08DAOrU0W90OyIiQ+Hk51RiaWnA338Dc+aYOhIiIiIABkzuOnfujIcPH2LHjh146623ii2flZWF1atXQyKRoFu3boYKg4hIZ5z8nIiIiCoSgyV3gYGB+PPPP7F582aMGTMGAQEBWstmZGTg3XffRVxcHCQSCSZOnGioMIiIdCbLzebk50RERFRhGCy56927N4YMGYKdO3fijTfewEcffYRhw4aJ658/f46zZ88iIiICq1evRkJCAiQSCcaOHatzN04iImPg5OdERERUERgsuQOAjRs3YuDAgTh69CiWLl2KpUuXQiKRAAC6d+8ulhMEAQDQq1cvrF692pAhEBERlY1atYBvv1UsiYiIzIDBRssEAHt7exw8eBA//vgjatSoAUEQNP5VrVoV3377Lfbv36/3dS5ERERmoUYNxWAqNWqYOhIiIiIABj5zBwAWFhaYNWsWpk2bhnPnzuH8+fNISkpCQUEBqlWrBl9fX3Tp0oVJHRERlW9pacDx40C3boCrq6mjISIiMlxyt2HDBgBA06ZN0b59e1hZWaFTp07o1KmToTZBRERkPu7fBwYPBi5cAFq3NnU0REREhuuWOW7cOIwfP75E80URERERERFR6RjszJ2LiwukUikaN25sqCaJiMwWJz8nIiIic2Ow5K5+/fq4cuUKUlNTDdVkpRMcHIzg4GAUFBSYOhQiKkJpJj93tLHED998jWrVqulVj0khERERFcdgyd2bb76Jy5cvY9euXejZs6ehmq1UgoKCEBQUBKlUChcXF1OHQ0RalHTy8+ePY3Dhr58x6eNP9E4KqzrZY2NoCBM8c2JnB/j4KJZERERmwGDJ3bRp07Bu3Tr8+uuvGDRoEBM8Iqrw9J38PONZQomSwszniUg+vR1SqZTJnTnx8QFu3DB1FERERCKDJXfOzs44cOAA3n77bbz++usYP348Ro4ciVdeeQVubm7iZOZERJWdvkkhACQbKRYiIiKqOAyW3FlaWoq3BUHA2rVrsXbtWp3qSiQS5OfnGyoUIiIi47t8WTHH3fHjwGuvmToaIiIiwyV3giAU+T8REVGFIpcDL14olkRERGbAYMnd/PnzDdUUERERERER6alEyd2GDRsAAEOGDIGzszOAyp3cPXnyBNu2bcOePXtw69YtJCQkoGrVqujcuTM+++wztG/f3tQhEhERERFRBVei5G7cuHGQSCRo27YtfHx8Cq1PTk7Gr7/+ColEgq+++qrUQZq7lStX4ocffkDDhg3Rp08feHh44O7du9i5cyd27tyJzZs3Y/jw4aYOk4iIiIiIKjCDdctUlZSUhAULFlSa5K5du3Y4fvw4unbtqnb/iRMn0KtXL0yZMgWDBw/We14rIiIyY82aARcuKJZERERmwMLUAVQEb731VqHEDgC6du0Kf39/PH/+HNeuXTNBZEREZDT29kDr1oolERGRGTDKmbuylJSUhHPnzuHcuXOIiopCVFQUnj17BgAIDAxEWFiYzm3FxcXh559/Rnh4OOLi4mBra4tGjRph+PDh+PDDD2Ffgg9wa2trAICVVbl/qomoHEpOToZUKtW7nrOzMydML05cHPDDD8DnnwN165o6GiIiovKf3Hl6ehqknfDwcIwaNQrp6enifVlZWWLCGBISgj179qBBgwY6txkXF4eDBw+iRo0aaNWqlUHiJKLKSZaXh4cPH+pV59mzZ/j8ywXIyJXpvb2qTvbYGBrCBK8oKSnAqlXAxIlM7oiIyCyU++ROlZeXF5o3b46IiAi96l25cgXDhw9HVlYWHB0dMWfOHPj7+yM7OxtbtmzB77//jtu3b2PAgAGIioqCo6NjsW3KZDKMGTMGubm5WLx4sdok70RE+sjNSMeD2PuYPneBXtfu5mRn4fGTeLR9dwZcPevoXC/zeSKST2+HVCplckdERFSOlPvkbt68efDz84Ofnx88PT3x4MED1K9fX682pk+fjqysLFhZWSEiIgIdO3YU1/Xs2RONGzfGZ599hlu3bmHp0qWYN29eke3J5XJMmDABx48fx+TJkzFmzJgSPTYiIgCQ5WZDLrGCe4e3UK2Wt871ku5dx8NH62DrXBXOHrondwCQrG+QREREZHLlPrlbuHBhqepHRUXh6NGjAICJEyeqJXZKs2bNQmhoKKKjo7F8+XLMmTNHvJbuZYIgYPLkydi4cSNGjx6N1atXlyo+IiIle7fqeiVpGc8SjBgNERERmZtSJXerVq2Ch4dHofuTkpLE219//bVObRV3NsxYdu7cKd4eP368xjIWFhYYO3Ys5syZg9TUVBw9ehR9+vQpVE4ul2PSpEkIDQ3FiBEjEBYWBgsLDkhKRFQheXgAM2YolkRERGagVMndr7/+qnWdRCIBoPuZNVMldydOnAAAODg4oE2bNlrLde/eXbwdGRlZKLlTTezeeecd/PHHH7zOjoioIqtTB1i61NRREBERiUp8WkkQBIP9mVJ0dDQAoFGjRkVOV9BMZZJaZR0luVyOiRMnIjQ0FMOGDcPGjRuZ2BERVXQZGcDp04olERGRGSjRmbsjR44YOg6TyMnJQUpKCgCgTp2ir2Nxc3ODg4MDMjMz8ejRI7V1X3/9NcLCwuDo6IgmTZpg0aJFheoPGTIEr732msa2c3NzkZubK/6vnJNKJpNBJtN/CHNDKigoAABYWQBWkOtV19pSAjs7W1jrWZf1WE/Xespy5SHWclXPArCxsUZBQYHJ34PM2s2bsO7UCbKzZwFf30Krlc8dn0MyR9w/yVxx3yxMn+dCIpj61JmBqY6WWdwk5snJyeI1g++88w62bNlSZNuenp5ISkpCy5Ytce3aNfH+cePGYf369UXWDQ0Nxbhx4zSuW7Bggcbuq5s2bSrRxOlERGR8LvfuocesWTi6ZAnSGzY0dThERFRBZWVlYeTIkUhPT4ezs3ORZcv9aJmlkZOTI962sbEptrxyfqns7Gy1+8PCwopMIoszZ84czJw5U/xfKpXCy8sLAQEBxb6AxhYTE4M7d+5g+z05qlStpVfd+DuXcGbzcnSe8BU8vBqxHusZvJ4V5AhwS8KG8wk4sXGZWcdanuq9SHmKh/t/R2jwcr2nlqlULl0CAHTu0kXrmbsDBw6gT58+WkdYJjIV7p9krrhvFqbs1aeLSp3c2dnZibfz8vKKLa/sOlmlShWDxmFra6txYmJra2uT79TKawfz5UC+npdoygoE5OTkQqZnXdZjPe5rJq4nB/LyZLC0tDT5e5BZ+9912tZWVkARz5M5vJcTacP9k8wV983/p8/zUKnH6XdychJvZ+hwQXxmZiYAwNHR0SjxBAcHw8fHB35+fkZpn4iIDMjKCnB3F5M8IiIiU6vUyZ2dnR3c3d0BAI8fPy6ybGpqqpjceXl5GSWeoKAg3Lx5E1FRUUZpn4iIDOiVV4DkZMWSiIjIDFTq5A4AmjdvDkBxbVl+fr7Wcrdu3SpUh4iIiIiIyFxU+uSuS5cuABRdLi9cuKC13LFjx8TbnTt3NnpcRERk5m7cABo1UiyJiIjMQKVP7oYMGSLeDg0N1VhGLpdjw4YNAABXV1f4+/sbJRZec0dEVI7k5gL37imWREREZqDSJ3ft2rVD165dAQBr167F6dOnC5VZsmQJoqOjAQDTpk0z2sg9vOaOiIiIiIhKqtwP8RUZGYmYmBjx/5SUFPF2TExMofnnNE0kvmLFCnTu3BnZ2dkICAjA3Llz4e/vj+zsbGzZsgVr1qwBADRp0gSzZs0yyuMgIjInsrw8PHz4UO96zs7OqF69uhEiIiIiouKU++QuJCQE69ev17ju5MmTOHnypNp9mpI7X19fbN26FaNHj4ZUKsXcuXMLlWnSpAnCw8PVpk8gIqqIcjPS8SD2PqbPXaBxDs6iVHWyx8bQECZ4REREJlDukztDGTRoEK5evYoVK1YgPDwcjx8/ho2NDRo1aoRhw4Zh6tSpsLe3N2oMwcHBCA4ORkFBgVG3Q0RUFFluNuQSK7h3eAvVannrXC/zeSKST2+HVCqtHMldo0bAvn2KJRERkRko98ldWFhYoa6XJeXt7Y2lS5di6dKlBmlPX0FBQQgKCoJUKoWLi4tJYiAiUrJ3qw5njzp61Uk2UixmydkZeP11U0dBREQkqvQDqhAREZVIfDywYIFiSUREZAbK/Zk7IiIyH5VqIJb4eGDhQuCNN4CaNU0dDREREZM7c8Jr7oioPONALERERKbF5M6M8Jo7IirPOBALERGRaTG5IyL6v/buPDyqKtv7+C9zyJyYwGUIAYEQaFGR4BVBEQdaxZbBuRkCKnjb0CJi00K3RF7bWVGuHe3b0gTQRwbnq9C2IKIEgsQBRAUkGEJAgQAxFVKZc94/cut0QqVCKqRSQ76f58lDpc5eu1YVC8jinLM32hQLsQAA4B4sqAIAQGvExkoTJ9b/CgCAB+DMHQAArdG7t/Taa+7OAgAAE2fuAABojYoKKS+v/lcAADwAZ+48CKtlAuiovHILhe+/l4YMkb78UrroIvfkAABAAzR3HoTVMgF0RGyhAABA26C5AwC4FVsoAADQNmjuAAAegS0UAAA4OyyoAgAAAAA+gDN3AAC0xkUXSYbh7iwAADBx5s6DZGZmauDAgRo6dKi7UwEAAADgZWjuPEh6erq+//575ebmujsVAMCZ7N0rDRtW/ysAAB6A5g4AgNYoK5O2bav/FQAAD8A9dwAAr+WVm58DAOAiNHcAAK/E5ucAADRGcwcA8Epsfg4AQGM0dwAAr+a2zc979ZJefbX+VwAAPADNHQAArREXJ02a5O4sAAAwsVomAACtUVQkZWbW/woAgAfgzJ0HyczMVGZmpmpra92dCgD4tNausik1WGmzsFCaObN+rzvu3QMAeACaOw+Snp6u9PR0WSwWRUdHuzsdAPBJZ7PKptRgpU0X5AYAwNmguQMAdCitXWVTOm2lTRflBwBAa9HcAQA6pNassim10UqbAAC4AAuqAADQGpGR0ujR9b8CAOABOHMHAEBr9Osn/etf7s4CAAATZ+4AAGiN2lrJYqn/FQAAD0BzBwBAa+zcKUVH1/8KAIAHoLkDAAAAAB9AcwcAAAAAPoDmDgAAAAB8AM0dAAAAAPgAtkLwIJmZmcrMzFQtK68BgOcbNEg6dkyKiXHpyxQVFclisTgdFxUVpYSEBBdkBADwVDR3HiQ9PV3p6emyWCyKjo52dzoAgOYEBUkubp6Kioo0adrdOllqdTo2LjJMr2UtocEDgA6E5g4AgNbYv1+aPVt6/nmpTx+XvITFYtHJUqsSht2k8LguLY4rO3lURTlvyWKx0NwBQAdCcwcAQGuUlEjvvy898ojLXyo8rouiOvdwKqbIRbkAADwXC6oAAAAAgA+guQMAAAAAH8BlmQAAtIPWrHpZUFCgmuoaF2UEAPA1NHdt5LXXXtPmzZv15ZdfateuXaqqqlJWVpamTp3q7tQAAK7Qvbv03HP1v55Ba1e9rCi36tDhn9Wzurq1WQIAOhCauzby5z//WQUFBYqPj1fXrl1VUFDg7pQAAK7UpYv0wAMtGtraVS+P7f9WBYVLVVtDcwcAODOauzayZMkS9evXT0lJSXryySc1b948d6cEAHCl4mJpwwbp6qul2NgWhTi76uWpE0damx0AoAOiuWsjV199tbtTAAC0g+qqKhUUFCj422+VeOutKnz3XVWdd57duNraWklSfn6+Dh065PP3zrXmnkJJioqKYi8+AGgjXt/cHTt2TNu3b9f27duVm5ur3NxcnThxQpKUlpamZcuWtXiugwcP6r//+7+1du1aHTx4UCEhIerbt69uvfVW3XvvvQoLC3PRuwAAeIPKUyU6kP+j7p//iM6vqtRrkuYtfFx7I6PsxgYHB2nuzHs0Lf1+WUpKfPreudbeUyhJcZFhei1rCQ0eALQBr2/uunRp+b0LzVm7dq0mTpyokpIS8zmr1Wo2jEuWLNG6det07rnntsnrAQC8T3Vluer8AhV/yQR1M2qkr7er22W3qLJ7H7uxQf+32VDSr6fr8D7vuXeutat6HjtpUdfLb3PqnsKyk0dVlPOWLBYLzR0AtAGvb+4aSkxM1IABA/TRRx85Fbdz507deuutslqtioiI0Lx58zRq1CiVl5dr1apVeuWVV7R3716NGTNGubm5ioiIcNE7AAB4g7DYBIUbdZKk8Nim76MLVJ2kI4qM76awIu+4d+6sV/WMjHPqnkJJKnJqNACgOV7f3C1YsEBDhw7V0KFD1aVLFx04cEC9e/d2ao77779fVqtVgYGB+uijjzRs2DDz2JVXXql+/fpp7ty52rNnjxYtWqQFCxa09dsAAHiZ6uAQFfTsr+rgEHen0mZY1RMAvJvXN3cLFy48q/jc3Fxt2rRJknTXXXc1auxs5syZo6ysLO3evVsvvPCC5s2bp6CgoLN6XQCAd/u5W2/9v4WvujsNl2BVTwDwTv7uTsDd3n33XfPxtGnTmhzj7++vKVOmSJKKi4vNZhAAAAAAPEWHb+42b94sSQoPD9eQIUMcjhs5cqT5ODs72+V5AQA8W8+Cvfrb9OHqWbDX3akAACCJ5k67d++WJPXt21eBgY6vUk1JSbGLAQB0YIahoJpqyTDcnQkAAJJ84J67s1FRUaHjx49Lknr0aP7egtjYWIWHh6usrEyFhYV2x5csWWKe0du1a5f5nO0SznHjxmncuHFtlzwAAAAANNChm7vS0lLzcUu2N7A1d6dOnbI7lp2dreXLlzd6bsuWLdqyZYskqVevXg6bu8rKSlVWVprf2/YXqq6uVrWbN7ytra2VJAX625b1brmgAD+FhoYoyMlY4ohraZxtnDfkSpz3x50eG1BbHxuguibnsT0XqLr2f4/+9ZfmHDhwwPx7vCUKCwsV4OffrnkGBweptrbW7f/edTS2z5vPHZ6G2rTnzGfhZxi+dT1Jw60Q0tLStGzZModjCwsL1bNnT0nS5MmTtWLFimbn7tmzpwoLC9WnTx/l5eW1Wc6PPPJIk6t+vv766woLC2uz1wEAtJ3o/ft1xZw52vTccyrpY7+JOQAAbcFqteq3v/2tSkpKFBUV1ezYDn3mLjQ01HxcVVV1xvG2s2udOnVq0zzmzZunBx54wPzeYrEoMTFRo0ePPuNvoKvl5eXphx9+0Fv769QprptTsT//8LW2rXxBw+98WJ0T+xJHXJvHBapOo2OPacUXR7T5tec9OlfivD/u9NjuXYZo019e1/GIbqouDrUba6vPj4o7q/CHnW55jxdN+J3iuvZscVxR/vfaue7Vdsuz9PhPKvjXK8rKfMHpPWpxdqqrq7V+/Xpdc801bO8Ej0Jt2rNd1dcSHbq5i4yMNB83danl6crKyiS17BJOZ4SEhCgkxH4T3KCgILcXdUBAgCSppk6qcXL9nepaQxUVlap2MpY44qg14jwx7vTY8uAwFXY/cyNTI3+3vcfAqHh1im/5fnWBRUfaN886qaqqWgEBAW7/966j8oSfNYCmUJv/5szn0KFXywwNDVV8fLwk6dChQ82OLS4uNpu7xMREl+STmZmpgQMHaujQoS6ZHwDQds45/rPSlv5F5xz/2d2pAAAgqYM3d5I0YMAASfWXH9bU1Dgct2fPHruYtpaenq7vv/9eubm5LpkfANB2wk+V6PLN/6vwUyXuTgUAAEk0dxoxYoSk+ksuv/zyS4fjPv30U/Px8OHDXZ4XAAAAADijwzd3DbcnyMrKanJMXV2duZJmTEyMRo0a5ZJcuCwTAAAAQGt1+Obu4osv1mWXXSZJ+sc//qGcnBy7Mc8995x2794tSZo1a5bLbu7kskwAAAAAreX1q2VmZ2c32nPu+PHj5uO8vDy7fe6mTp1qN8fixYs1fPhwlZeXa/To0Zo/f75GjRql8vJyrVq1Sn//+98lScnJyZozZ45L3gcAwLtYouO09vo0WaLj3J0KAACSfKC5W7JkiZYvX97ksS1btmjLli2NnmuquRs8eLBWr16tSZMmyWKxaP78+XZjkpOTtXbt2kbbJwAAOq5fYjvr7VvS3Z1Gh1VUVOTU3k82UVFRSkhIcEFGAOB+Xt/ctZXf/OY3+uabb7R48WKtXbtWhw4dUnBwsPr27atbbrlFM2fOVFhYmEtzyMzMVGZmpmpra136OgCAsxdaXqakgj0qSEpRRadwd6fToRQVFWnStLt1stTqdGxcZJhey1pCgwfAJ3l9c7ds2TK7Sy9bKykpSYsWLdKiRYvaZD5npaenKz09XRaLRdHR0W7JAQDQMp2PFmruU7/TwowVOtgrxd3pdCgWi0UnS61KGHaTwuO6tDiu7ORRFeW8JYvFQnMHwCd5fXMHAAA6pvC4Lorq3MOpmCIX5QIAnqDDr5YJAAAAAL6AM3cAAAAeiEVjADiL5s6DsKAKAHiP2oBAnYztrNoA/ilF22PRGACtwb9IHoQFVQDAexxO7Ks/LPrA3WnAR7FoDIDWoLkDAADwUCwaA8AZLKgCAEArdC/M0zMP3KDuhXnuTgUAAEmcuQMAoFUCamsUV3xMAbU17k4FTqiuqlJBQYHTcSxSAsAb0Nx5EBZUAQDAdSpPlehA/o+6f/4jCgkJcSqWRUoAeAOaOw/CgioAALhOdWW56vwCFX/JBJ3TLanFcSxSAsBb0NwBAIAOJSw2gUVKAPgkFlQBAKAVjnVJ1NN/fFnHuiS6OxUAACRx5g4AgFap6BSuvSlD3J0GAAAmztwBANAKMcXHNOGNTMUUH3N3KgAASOLMHQAArRJVclJj1i3XF0Ov0i+xnd2djtdqzdYEBQUFqqn2ji0oioqKZLFYnI7zpvfYWq39bNiWAnCM5s6DsBUCAKAjae3WBBXlVh06/LN6Vle7MLuzV1RUpEnT7tbJUqvTsd7yHlvrbD4btqUAHKO58yBshQAA6EhauzXBsf3fqqBwqWprPLvxsVgsOllqVcKwmxQe18WpWG95j63V2s+GbSmA5tHcAQAAt3J2a4JTJ464MJu2Fx7XxemtF7ztPbZWaz4btqUAHGNBFQAAWqEsIlqfXXajyiK40gIA4Bk4cwcAQCuciO+q5Xf+2d1pAABg4swdAACtEFRVoW6H9yuoqsLdqQAAIInmDgCAVun60wE9+uc71PWnA+5OBQAASVyWCQAAAHnPvnOt2RtRav88veXzhG+hufMg7HMHAADcwVv2nWvt3ohS++bpLZ8nfA/NnQdhnzsAAOAO3rLvXGv3RmzvPL3l84TvobkDAKA1/PxUHRgk+fm5OxOgzXjLvnPO7o0ouSdPb/k84Tto7gAAaIWDSf31X69scXcaAACYWC0TAAAAAHwAzR0AAK3Q9ad8LciYrK4/5bs7FQAAJNHcAQDQKkFVlUo6uFdBVZXuTgUAAEk0dwAAAADgE2juAAAAAMAH0NwBAAAAgA+guQMAoBWOJ3TTy/c+ruMJ3dydCgAAktjnDgCAVrGGR+mLoVe7Ow20k+qqKhUUFDgVU1BQoJrqGhdl5FhLcq2trZUk5efnKyAgwG25eoOioiJZLBanYvg84S40dx4kMzNTmZmZ5l+4AADPFVVyQpds+1DbLrlWluhz3J0OXKjyVIkO5P+o++c/opCQkBbHVZRbdejwz+pZXe3C7Bpraa7BwUGaO/MeTUu/X1VV1W7J1RsUFRVp0rS7dbLU6lQcnyfchebOg6Snpys9PV0Wi0XR0dHuTgcA0IyY4iLdtmqx9vQfQnPn46ory1XnF6j4SybonG5JLY47tv9bFRQuVW1N+/2A39Jcg/7vxpykX09XdZ17cvUGFotFJ0utShh2k8LjurQ4js8T7kJzBwAA0AJhsQmK6tyjxeNPnTjiwmyad6ZcA1Un6Ygi47upRv5uzdUbhMd18Zrfe3RsLKgCAAAAAD6A5g4AAAAAfADNHQAArVAeFqEdF16m8rAId6cCAIAk7rkDAKBVijr30IuznnN3GgAAmDhz14Zyc3N1/fXXKzY2VuHh4br44ov1+uuvuzstAIALBNTUKMJSrIAa9rICAHgGmrs2smnTJo0YMUKbN2/WzTffrN/97nc6fvy4Jk6cqMcff9zd6QEA2lj3Q3laPOvX6n4oz92pAAAgieauTdTU1Ojuu++Wn5+fPvvsM73yyit69tlntXPnTv3qV79SRkaG9u3b5+40AQAAAPgwmrs2sHHjRu3fv1+//e1vNXjwYPP5yMhIPfzww6qpqVFWVpYbMwQAAADg67y+uTt27Jg++OADLViwQNddd53i4+Pl5+cnPz8/TZ061am5Dh48qAcffFADBgxQeHi44uLidPHFF+vZZ5+V1Wp1GLdp0yZJ0ujRo+2O2Z779NNPncoFAAAAAJzh9atldunSpU3mWbt2rSZOnKiSkhLzOavVqtzcXOXm5mrJkiVat26dzj33XLtY2yWX/fr1szsWGxur+Ph4LssEAAAA4FJef+auocTExCbPnp3Jzp07deutt6qkpEQRERF67LHHtHXrVn388ceaPn26JGnv3r0aM2aMTp06ZRdvawijo6ObnD8qKqpR0wgA8H6FPfsp/aWNKuxp/x97AAC4g9efuVuwYIGGDh2qoUOHqkuXLjpw4IB69+7t1Bz333+/rFarAgMD9dFHH2nYsGHmsSuvvFL9+vXT3LlztWfPHi1atEgLFixo67cBAPAyhn+AKjqxgTkAwHN4/Zm7hQsX6oYbbmj15Zm5ubnmPXN33XVXo8bOZs6cORowYIAk6YUXXlB1dXWj47Yzdo7OzlksFodn9QAA3qnzkYOa/ezv1fnIQXenAgCAJB9o7s7Wu+++az6eNm1ak2P8/f01ZcoUSVJxcbHZDNrY7rVr6r664uJiHT9+vMn78QAA3iu0wqrzvvtcoRWOF9wCAKA9dfjmbvPmzZKk8PBwDRkyxOG4kSNHmo+zs7ObPPbRRx/ZxdmeaxgPAAAAAG2twzd3u3fvliT17dtXgYGOb0FMSUmxi7G56qqrdO655+r111/Xjh07zOdLS0v16KOPKjAw0OltGQAAAADAGV6/oMrZqKio0PHjxyVJPXr0aHZsbGyswsPDVVZWpsLCwkbHAgMDtWTJEv3617/WZZddpjvuuENRUVF6++23lZ+fr7/85S9KTk522fsAAAAAgA7d3JWWlpqPIyLOvOKZrblrajuEUaNGKTs7WxkZGVqzZo2qqqr0q1/9So8++qgmTpzY7LyVlZWqrKw0v7dYLJKk6upqu8Vb2lttba0kKdBfClSdU7FBAX4KDQ1RkJOxxBHX0jjbOG/IlTjvjzs91hKdoJWTHpQlLqHJeWzPBarOa94jcZ4R1x6v2bA+z+r1/OsvAztw4ID5M0NLFBYWKsDPv/1+L3w8T0mKjIxUfHy8UzGeyPazb1v+DHz8+PFGP/e3lKd8ps58Fn6GYRguzKXdNdwKIS0tTcuWLXM4trCwUD179pQkTZ48WStWrGh27p49e6qwsFB9+vRRXl5em+X8yCOPaOHChXbPv/766woLC2uz1wEAAADgXaxWq37729+qpKREUVFRzY7t0GfuQkNDzcdVVVVnHG87u9apU6c2zWPevHl64IEHzO8tFou5IfuZfgNdLS8vTz/88IPe2l+nTnHdnIr9+YevtW3lCxp+58PqnNiXOOLaPC5QdRode0wrvjiiza8979G5Euf9cafH9opN0KBvtmrX+ZfKGmG/3Y2tPj8q7qzCH3Z6xXskzjPi2uM1G9ZnjfzP+vUumvA7xXXt2eK4ovzvtXPdq+3+e+GreZYVH9Px7e8pK/MFp/d79jTV1dVav369rrnmGgUFBZ31fPn5+ZqWfr/iLx6r8NjOLY7zpM/UdlVfS3To5i4yMtJ83NSllqcrKyuT1LJLOJ0REhKikJAQu+eDgoLapKjPRkBAgCSppk6qcXL9nepaQxUVlap2MpY44qg14jwx7vTYmONHdecrC7UwY4UsEbEOY2rk7zXvkTjPiGvP16yRf5vUaGBUvDrFN79+QUOBRUfc8nvhq3lW10lVVdUKCAhw+8+ObaWtfg4OCAhQVVW1gqM7e+1n6szrd+jVMkNDQ83raA8dOtTs2OLiYrO5S0xMdEk+mZmZGjhwoIYOHeqS+QEAAAD4rg7d3EnSgAEDJNVfflhTU+Nw3J49e+xi2lp6erq+//575ebmumR+AAAAAL6rwzd3I0aMkFR/yeWXX37pcNynn35qPh4+fLjL8wIAAAAAZ3T45m7cuHHm46ysrCbH1NXVmStpxsTEaNSoUS7JhcsyAcB7VIZ00v4+56kypG0X2QIAoLU6fHN38cUX67LLLpMk/eMf/1BOTo7dmOeee067d++WJM2aNctlN1VyWSYAeI+jXZP0+J+X6mjXJHenAgCAJB9YLTM7O7vRnnPHjx83H+fl5dntczd16lS7ORYvXqzhw4ervLxco0eP1vz58zVq1CiVl5dr1apV+vvf/y5JSk5O1pw5c1zyPgAAAADgbHh9c7dkyRItX768yWNbtmzRli1bGj3XVHM3ePBgrV69WpMmTZLFYtH8+fPtxiQnJ2vt2rWNtk8AAHRcPQ/sUcbCKVqYsUIHe6W4Ox0AALgs0+Y3v/mNvvnmG82ePVvJyckKCwtTTEyMUlNT9dRTT+nrr79W377ObUDqLO65AwAAANBaXn/mbtmyZXaXXrZWUlKSFi1apEWLFrXJfM5KT09Xenq6LBaLoqOj3ZIDAAAAAO/EmTsAAAAA8AE0dwAAAADgA7z+skwAANzhp+69Ne/Jt3QyrrO7UwEAQBJn7jwKC6oAgPeoCQrRsS6JqgkKcXcqAABIornzKGxiDgDeI77osO7+nwWKLzrs7lQAAJBEcwcAQKuElZVq2LYPFVZW6u5UAACQRHMHAAAAAD6B5g4AAAAAfACrZXqQzMxMZWZmqqamRpJksVjcnJF06tQpWa1WVVfUKaD8lFOxNZXlMurqVF1hVZUTscQR19K4OhmyhlhV7QW5Euf9cafHVsiQRVJFZXmT89jqs6q8zGveI3GeEdcer9moPuXnNZ8NcU2rrrCqtqZGpaWlHvHz49morq6W1WqVxWJRUFDQWc9XWlqq2poar/5Mba9vGMYZx/oZLRmFdnXo0CElJia6Ow0AAAAAHqKwsFA9evRodgzNnQeqq6vTTz/9pMjISPn5+bk1F4vFosTERBUWFioqKsqtuQCnoz7hyahPeDLqE56K2rRnGIZKS0vVrVs3+fs3f1cdl2V6IH9//zN25e0tKiqKP2DwWNQnPBn1CU9GfcJTUZuNRUdHt2gcC6oAAAAAgA+guQMAAAAAH0Bzh2aFhIQoIyNDISEh7k4FsEN9wpNRn/Bk1Cc8FbV5dlhQBQAAAAB8AGfuAAAAAMAH0NwBAAAAgA+guQMAAAAAH0BzBwAAAAA+gOYODh08eFAPPvigBgwYoPDwcMXFxeniiy/Ws88+K6vV6u704EWOHTumDz74QAsWLNB1112n+Ph4+fn5yc/PT1OnTnV6vg8//FATJkxQjx49FBISoh49emjChAn68MMPWzyH1WrVM888o4svvlhxcXGKiIjQgAED9OCDD+rgwYNO5wTv9dVXX+nxxx/Xddddp8TERIWEhCgiIkLJycmaOnWqNm/e7NR81CfagsVi0apVqzRnzhyNHDlSffv2VXR0tIKDg9W5c2ddccUVevrpp3XixIkWzUddor3MnTvX/Dfez89PmzZtOmMM9dmGDKAJH3zwgREdHW1IavKrf//+xv79+92dJryEozqSZKSlpbV4nrq6OmPGjBnNzjdjxgyjrq6u2Xny8vKM/v37O5wjOjraWLt27Vm+a3iDyy+/vNl6sn1NnjzZqKysbHYu6hNtaf369S2qzfj4eOPDDz90OA91ifa0Y8cOIzAwsFFtfPLJJw7HU59tj+YOdnbs2GGEhYUZkoyIiAjjscceM7Zu3Wp8/PHHxvTp080/KCkpKUZpaam704UXaPgXbGJiojF69OhWNXfz58834wYPHmysXLnS2L59u7Fy5Upj8ODB5rE//elPDucoLS01UlJSzLHTp083Pv74Y2Pr1q3GY489ZkRERBiSjLCwMGPnzp1t8O7hyfr06WNIMrp162bMmjXLePPNN43t27cbOTk5xqJFi4zu3bubtXLHHXc0Oxf1iba0fv16IzEx0ZgyZYqxePFi4+233zZycnKMLVu2GKtXrzZuueUWIyAgwJBkBAcHO6wH6hLtpba21hg6dKghyejcuXOLmjvqs+3R3MHOFVdcYUgyAgMDja1bt9odf/rpp80/QAsXLnRDhvA2CxYsMN5//33jyJEjhmEYRn5+vtPN3b59+8z/DUxNTTWsVmuj42VlZUZqaqpZu3l5eU3Ok5GRYb72008/bXd869at5uuMGjXKuTcKrzNmzBhj9erVRk1NTZPHi4qKjOTkZLNmPvvssybHUZ9oa45qsqF33nnHrJcJEybYHacu0Z6ef/558z//582bd8bmjvp0DZo7NLJ9+3bzD8g999zT5Jja2lpjwIABhiQjNjbWqKqqaucs4e1a09zde++9ZkxOTk6TY3JycswxM2fOtDteVVVlxMTEGJKMAQMGGLW1tU3Oc88995jzfPHFFy1+X/BN77//vlkP9913X5NjqE+4i+2MRXx8vN0x6hLt5eDBg+YZsk8++aRRw+WouaM+XYMFVdDIu+++az6eNm1ak2P8/f01ZcoUSVJxcXGLbpQFzoZhGHrvvfckSSkpKbrkkkuaHHfJJZeof//+kupr2TCMRsc3bdqkX375RZKUlpYmf/+m/wpsuMjL22+/fZbZw9tdccUV5uP9+/fbHac+4U7h4eGSpIqKikbPU5doT/fee69OnTqltLS0Rn9nOkJ9ug7NHRqxrQoXHh6uIUOGOBw3cuRI83F2drbL80LHlp+fr8OHD0tqXHtNsR0/dOiQDhw40OhYw1UPm5snNTXV/IGJ+kZVVZX5uKkfHKhPuMvu3bu1Y8cOSfU/IDdEXaK9rFmzRh988IHi4uL0zDPPtCiG+nQdmjs0snv3bklS3759FRgY6HBcw39EbDGAqzSssdN/gDldc7XZ0nkCAwPVp0+fJudAx/Ppp5+aj5uqG+oT7clqtWrfvn1atGiRRo0apdraWknSrFmzGo2jLtEefvnlF7P2nnrqKSUkJLQojvp0HZo7mCoqKnT8+HFJUo8ePZodGxsba/4PSGFhoctzQ8fWsMbOVJuJiYlNxjX8Pjw8XDExMS2ap6ioSJWVlc6kCx9SV1enJ5980vz+1ltvtRtDfcLVli1bZu4ZFh4eruTkZM2ZM0dHjx6VJD344IOaOHFioxjqEu1h7ty5OnLkiC699FLdddddLY6jPl2H5g6m0tJS83FERMQZx9uau1OnTrksJ0ByrjZtdSnZ16ZtHmfqu6l50HE8//zz2r59uyRp/PjxSk1NtRtDfcJdLrzwQm3btk3PPPOM/Pz8Gh2jLuFq2dnZWrJkiQIDA/W3v/3NrgabQ326Ds0dTA1vxg4ODj7j+JCQEElSeXm5y3ICJOdq01aXkn1t2uZxpr6bmgcdw6effqqHHnpIktS5c2e9/PLLTY6jPuFq48aN065du7Rr1y5t375dK1eu1Pjx47Vjxw5NnDhRH3zwgV0MdQlXqqqq0owZM2QYhmbPnq1BgwY5FU99ug7NHUyhoaHm44YLCDhiO6XdqVMnl+UESM7VZsNLLU6vTds8ztR3U/PA93333XcaP368ampqFBISojVr1qhLly5NjqU+4WoxMTE677zzdN5552no0KG6/fbb9fbbb2vFihX68ccfNXbsWC1btqxRDHUJV3r88ce1e/du9ezZUxkZGU7HU5+uQ3MHU2RkpPm4Jaery8rKJLXsVDhwNpypTVtdSva1aZvHmfpuah74tvz8fI0ePVrFxcUKCAjQypUrm12FjfqEu0yePFm33HKL6urqNHPmTBUXF5vHqEu4yp49e/TEE09Ikl588cVGlzu2FPXpOjR3MIWGhio+Pl5S/XKzzSkuLjb/kDS80RVwhYY3W5+pNhvebH16bdrmKSsrM/fFOdM8CQkJjS7lgG/76aefdPXVV+unn36Sn5+fli5dqvHjxzcbQ33CncaOHSupvm7++c9/ms9Tl3CV559/XlVVVTr33HNltVq1atUqu69vv/3WHL9x40bzedvPjtSn6zhe6x4d0oABA7R582bl5eWppqbG4XYIe/bsaRQDuNLAgQPNxw1rrynN1ebAgQP11ltvmeMcbZpaU1NjblZNfXccx48f1zXXXKMff/xRUv3/SE+ZMuWMcdQn3Knh0vMFBQXmY+oSrmK7vPHHH3/UHXfcccbxjz76qPk4Pz9f4eHh1KcLceYOjYwYMUJS/f+AfPnllw7HNdz3afjw4S7PCx1b79691a1bN0mNa68pn332mSSpe/fu6tWrV6Njtvo+0zxffPGF+b+L1HfHUFJSol//+tf6/vvvJUlPPvmk0tPTWxRLfcKdbBtBS40vNaMu4cmoT9ehuUMj48aNMx9nZWU1Oaaurk4rVqyQVH+T96hRo9ojNXRgfn5+5qVHe/bs0bZt25oct23bNvN/+MaOHWu3LPMVV1yh6OhoSdLy5ctlGEaT8zRcmOBMl+TB+1mtVo0ZM0ZfffWVJOlPf/qT/vjHP7Y4nvqEO73xxhvm44YrFlKXcJVly5bJMIxmvxousvLJJ5+Yz9uaM+rThQzgNJdddpkhyQgMDDS2bt1qd/zpp582JBmSjIyMjPZPEF4vPz/frKG0tLQWxezdu9cIDAw0JBmpqamG1WptdNxqtRqpqalm7f7www9NzvPwww+br/3000/bHd+6dav5OiNHjnT2rcHLVFZWGqNHjzZrYtasWa2ah/pEW8vKyjLKy8ubHbNo0SKzXnr16mVUV1c3Ok5dwl0yMjLMmvnkk0+aHEN9ugbNHex89dVXRqdOnQxJRkREhPH4448bOTk5xsaNG40ZM2aYf4CSk5MNi8Xi7nThBTZv3mxkZWWZX88884xZR8OHD290LCsry+E8Dz30kBk3ePBgY9WqVUZubq6xatUqY/DgweaxefPmOZzDYrEYycnJ5tgZM2YYGzduNHJycozHH3/ciIiIMCQZnTp1Mr7++uu2/zDgUSZMmGDWwpVXXml88803xq5duxx+7d271+Fc1CfaUlJSkhEXF2dMnz7dWL58uZGdnW3s2LHD2Lx5s/HSSy8Zw4cPN+skODjYWL9+fZPzUJdwh5Y0d4ZBfboCzR2a9L//+79GVFSU+Qfl9K/k5GRj37597k4TXiItLc1hLTX15Uhtba1x5513Nht71113GbW1tc3ms2/fPqNfv34O54iKijLef//9tv4Y4IGcqUtJRlJSksO5qE+0paSkpBbVZI8ePYyPPvrI4TzUJdyhpc0d9dn2aO7g0IEDB4zZs2cbycnJRlhYmBETE2OkpqYaTz31lFFWVubu9OBF2qq5s1m7dq0xduxYo1u3bkZwcLDRrVs3Y+zYsca6detanNOpU6eMp556ykhNTTViYmKMsLAwo3///sbs2bONAwcOnM3bhRdpy+bOhvpEW8jLyzP+9re/Gbfddptx/vnnG126dDECAwONiIgIo0+fPsZNN91kZGVltfjfY+oS7amlzZ0N9dl2/AzDwZ2HAAAAAACvwWqZAAAAAOADaO4AAAAAwAfQ3AEAAACAD6C5AwAAAAAfQHMHAAAAAD6A5g4AAAAAfADNHQAAAAD4AJo7AAAAAPABNHcAAAAA4ANo7gAAAADAB9DcAQAAAIAPoLkDAAAAAB9AcwcAcLuSkhJlZmbq+uuvV69evRQWFqbo6GglJydr4sSJWr16tWpra92dJgAAHs3PMAzD3UkAADquJUuW6KGHHtKJEyeaHTdw4ED9z//8j0aMGNFOmQEA4F1o7gAAbvOHP/xBzz77rCQpMDBQt99+u2688UYlJSWpqqpKe/fu1cqVK/Xxxx9LkkJCQvTaa6/p5ptvdmfaAAB4JJo7AIBbZGZmaubMmZKkxMREvf/++7rggguaHLt69WpNmTJFVVVVCg4O1ueff64LL7ywHbMFAMDz0dwBANpdQUGBUlJSVFFRoYiICH399dfq27dvszGrVq3SHXfcIUk677zz9M0338jPz6890gUAwCuwoAoAoN298MILqqiokCRlZGScsbGTpNtvv11jxoyRJH377bf64IMPmhxXV1enlStX6qabblLPnj3VqVMnnXPOObrgggt055136sMPP1RNTY3D19myZYvuvvtu9e/fX1FRUYqIiFBKSorGjRunFStWyGKxNBq/bNky+fn5yc/PTwcOHHA474EDB8xxy5Ytszs+depU+fn5qVevXpKkw4cP64EHHlBycrLCwsKUkJCg66+/Xv/85z+b/ZzKysq0evVq3X333brwwgsVHR2toKAgJSQkaOTIkXr22Wd16tSpZuew5fnII49IknJzc3XHHXeoR48eCgkJUffu3TV58mTt3r272Xlsvv32W/3+97/XoEGDFBsbq7CwMPXt21fXXnutXn75ZRUVFZljH3jgAfn5+SkwMFCHDx8+49xDhgyRn5+f+vfv36JcAMCnGQAAtKO6ujojLi7OkGR06tTJ+OWXX1oc+69//cuQZEgyxo8fb3c8Pz/fuPDCC80xjr4++eQTu1ir1WrccccdZ4zNyMhoFJeVlWUey8/Pd5h7fn6+OS4rK8vueFpamiHJSEpKMnJzc43OnTs7zGHWrFkOX2fkyJFnfA+9e/c2du/e7XCOhu/1xRdfNAIDA5ucJywszPj0008dzlNTU2PMnj3b8Pf3bzaftLQ0M+a7774zn3/iiScczm0YhrFz584WjwWAjiCw7dpEAADO7LvvvtPJkyclSZdffrmio6NbHHvVVVcpLCxMVqtV2dnZjY4dPXpUw4cP108//SRJuvLKK5WWlqaUlBT5+fkpPz9fGzdu1BtvvGE3b11dncaOHav169dLkvr166d7771XqampCgsL088//6ytW7dqzZo1rX3bLWa1WnXLLbeopKREDz30kK6//nqFhITo888/1xNPPKGff/5ZixcvVs+ePfXAAw/YxdfU1GjQoEG68cYblZqaqm7duskwDBUUFOidd97RmjVrlJ+fr3HjxmnHjh0KDQ11mMu//vUvff755zr//PM1a9YsDRo0SOXl5XrnnXe0ePFiWa1WTZ48Wfv27VNwcLBd/IwZM7R06VJJUteuXTVz5kxdeumlio6OVlFRkbZv364333yzUczAgQM1bNgw5eTkKCsrSw899JDD/LKysiRJAQEBSktLa9HnCwA+zd3dJQCgY3nttdfMsy3z5s1zOn7YsGFm/OHDh83nx40bZz7/1FNPOYw/deqUcfLkyUbPvfDCC43OCFZUVDQZW1tb2+g1DaPtz9xJMoKCgpo8I3b48GGjR48e5lmzo0eP2o354YcfHOZgGIaxfv1680zakiVLmhyjBmfVrr/+eqOystJuzF/+8hdzzNtvv213/N133zWPDxs2zCguLnaYU2FhYaPvly5dasZu2bKlyZiqqiojISHBkGTccMMNzbxjAOg4uOcOANCujh8/bj7+j//4D6fju3TpYj627Y23Z88evffee5KksWPHau7cuQ7jw8PDFRsba35fV1enZ555RpLUvXt3rVixQiEhIU3G+vv7q1u3bk7n7Kx77rlHl19+ud3z3bp103PPPSep/gzf8uXL7cb069ev2bmvvvpq3XjjjZKkd999t9mxoaGhysrKavKs3H333Wc+v3nzZrvjTz75pCQpLCxMb7zxhmJiYhy+To8ePRp9f+uttyoqKkrSv8/One79998379W78847m30fANBR0NwBANpVaWmp+Tg8PNzp+IYxtsVN1q1bJ+P/Fn+ePXu2U/Pt2LHDXLhj+vTpioiIcDqntjZt2jSHx8aPH282Shs2bDjjXEVFRdq3b5++/fZb8yshIUGStHPnzmZjr7nmGnXu3LnJY5GRkWYj+eOPPzY6duLECX3++eeS6hu17t27nzHPhsLDw3X77bdLqt8Gw2q12o2xNX0JCQm64YYbnJofAHwVzR0AoF1FRkaaj8+0amNTGsbYzu58/fXXkqSgoCBdcsklTs1ni5XU5Nmy9hYcHKzzzz/f4fGgoCANHjxYUv0qlE3ZsmWLbrvtNp1zzjnq3LmzkpOTNWjQIPPrlVdekdT4LGpTUlJSmj0eFxcnqXHDLtU3zLZmu7Wf6d13323O/dZbbzU6duTIEX344YeSpMmTJysoKKhVrwEAvobmDgDQrs455xzz8ZEjR5yOP3r0qN1ctiYlLi7O4SWVjjRscLp27ep0Pm0tLi5OgYHNr3dmuzTVtjBNQ4888ohGjBihNWvWNHm8ofLy8maPh4WFNXvc37/+x4ja2tpGz7fFZzp06FBzU/vTL81csWKFuZ0Fl2QCwL/R3AEA2pXtB3ap8VmzlqitrdU333wjqf5yvNPvfzvbTc09YVP0luRgOyt2uo8//lgLFy6UJJ177rl66aWX9M033+iXX35RTU2NDMOQYRh6+OGH2zTn5pzNZ2o7e7dp0ybl5+ebz9v2CfzP//xP/epXvzqr/ADAl9DcAQDa1XnnnWdezvfZZ5+ppKSkxbEbNmww778aMWKE+Xx8fLyk+nu9qqqqnMrHFivJ3EbBGbazV1L94iyOlJWVtWi+EydO2J0JO92xY8ck/fuySBvb5ZYxMTHKycnR7373Ow0aNEjR0dEKCAgwxxUXF7col9Y628/UZtKkSQoNDZVhGObiMdu2bTM3T+esHQA0RnMHAGhXfn5+mjx5sqT6ywJtDUlLvPjii+bjqVOnmo8vuugiSVJ1dbVycnKcyscWK9U3m85qeA9hc03T3r17WzRfVVVVswud1NTUaMeOHZLqG+WGvvvuO0n1e/w5WghFkr744osW5dJagwcPNs/YteYztYmJidFNN90kqf5snWEY5r55YWFh5qIrAIB6NHcAgHY3a9Ys8964hQsXKi8v74wxq1at0tq1ayXVb3TdcIXEMWPGmM3E888/71QuF1xwgRITEyVJS5YscXqRl969e5uPm2uaXn/99RbP2dQWBzbvvPOO2UReffXVjY7Z7kNranVJmx07dmjbtm0tzqU14uLidOmll0qS1qxZc1Zn76ZPny5JKigo0Nq1a7V69WpJ0s0332wuqAMAqEdzBwBod71799bTTz8tqX71y6uuuqrZs1Vr1qxRWlqapPrVJF999dVGl0MmJydr/PjxkqT33nvP3LeuKWVlZY3OsPn7++sPf/iDJOnQoUOaMmWKw0s76+rq7BqVhpeZ/vWvf1VlZaVd3MqVK+1WfGzOyy+/rOzsbLvnjxw5ogcffFBS/Zkr22diY9uaIDs72257Aql+W4RJkya1OI+z8cc//lFSfaN5yy23NHv57aFDhxweGzlypPm+pk+fbm5/wSWZAGCP5g4A4Bb33XefZs2aJUk6ePCgUlNTNWXKFL355pvKzc3V1q1btXTpUl199dW67bbbVFVVpeDgYK1YsaLRpZQ2L730krnAyty5c3XVVVfp1VdfVW5urr744gu9+eabmjlzppKSkuwayfT0dF1zzTWS6s+MDRo0SIsXL9aWLVv09ddf65///KcyMjKUkpKiv//9741iAwMDNWPGDEn1WxNceeWVeu+998y4O++8U5MmTdKwYcNa9LnYFoq55pprNH/+fGVnZys3N1eZmZkaMmSIDh48KEl69NFH7S69nDJliqT6hnnkyJH661//qpycHG3dulXPPvusLrjgAn3//fctzuVs/OY3v9Fdd90lSdq6dasGDhyoJ554Qp999pl27NihDRs26Mknn9RFF12kP//5z83OZZvHtrpqnz59PGLbCgDwOAYAAG708ssvG3FxcYakZr9SUlKMTZs2NTvX/v37jfPOO++Mc33yySd2sWVlZcbNN998xtiMjIwmYy+55BKHMSNHjjR27dplfp+VlWU3R1pamiHJSEpKMnJzc434+HiH8913330OP4Np06Y5jAsICDBeeOEFIyMjw3yuKc2914ZGjhxpvr+m1NTUGDNnzjT8/Pya/UzT0tKafZ0jR44YgYGB5vjHHnus2fEA0FFx5g4A4Fb/9V//pf379+vFF1/Utddeq8TERIWGhioiIkJ9+vTR7bffrpUrV2rXrl0aOXJks3Ode+652rFjh5YtW6YxY8aoa9euCg4OVnx8vC644AJNnz5dGzZsaPKsT1hYmN544w1t3LhRkydPVu/evdWpUydFRkYqJSVFEyZM0Ouvv25ewnl67MaNG/XYY49p0KBB6tSpk6KiojR06FD99a9/1ccff6yIiIgWfyapqan66quvdN9996lPnz4KDQ3VOeeco2uvvVbr1q3T4sWLHcYuXbpUr776qi677DJFRkYqJCRESUlJmjx5srZu3WqeLW0PAQEBevHFF/XFF19oxowZSk5OVnh4uMLCwtSvXz9df/31euWVV854n2SXLl3MM6sBAQF2l6MCAOr5GYaDzXIAAEC7mTp1qpYvX66kpCQdOHDA3el4FMMw1KtXLx08eFDXXXed1q1b5+6UAMAjceYOAAB4tA0bNpj3GtruvwMA2KO5AwAAHs22+mnXrl114403ujkbAPBcge5OAAAAoKHS0lIdPXpUFotFy5cv1/r16yVJc+bMUVBQkJuzAwDPRXMHAAA8yltvvaVp06Y1eu7CCy/U73//ezdlBADegcsyAQCAR/L391dSUpJmzpypDRs2KDg42N0pAYBHY7VMAAAAAPABnLkDAAAAAB9AcwcAAAAAPoDmDgAAAAB8AM0dAAAAAPgAmjsAAAAA8AE0dwAAAADgA2juAAAAAMAH0NwBAAAAgA/4/0OkVsp08suiAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3cAAAJLCAYAAABE/G90AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADPZklEQVR4nOzdd1hT1/8H8HfYe8lQFHEP1FpUcNXZYuvetm5ctRZbV5e2xdFa27rbYq3FWeuottq6rVsUFGfdk+FkKBI2Ibm/P/hyf4kESCCDwPv1PDwJueec+8nJ/OSee45EEAQBREREREREZNLMjB0AERERERERlR2TOyIiIiIiogqAyR0REREREVEFwOSOiIiIiIioAmByR0REREREVAEwuSMiIiIiIqoAmNwRERERERFVAEzuiIiIiIiIKgAmd0RERERERBUAkzsiIhMjkUjEv8ogOjoawcHBqF+/Puzt7Svd/Sci07Nu3TrxfSo4ONjY4VAlYmHsAIiIiIqyatUqTJo0CQqFwtihGIRcLsfhw4dx8OBBRERE4OnTp0hKSoJCoYCLiwtq1qyJgIAAvPHGG+jZsycsLS2NHTJVEE+fPsW///6LY8eO4fLly4iJiYFUKoW9vT2qVq2K1q1bY9CgQejZsyfMzHhswNDmzJmDuXPnlqqur68vYmNjdRuQkWRkZODo0aM4fPgwLly4gNu3b+P58+ewsLCAu7s7/P390b17d4wYMQL29vbGDtcomNwREVG5FB8fj8mTJ4uJXZ06ddC6dWu4ubkZOTL92Lx5M+bMmYPbt2+r3f706VM8ffoUZ8+eRVhYGKpUqYIpU6ZgxowZsLOz03t8ykdKBUHQ+/7IMOLj4xEcHIzjx4+r/RElNTUVqampuHXrFjZs2IDmzZvjt99+Q7NmzYwQLemScsI4e/ZszJkzx7gBlWDEiBHYsWMHMjMzC23Lzc1FfHw84uPj8ffff+OLL77AL7/8ggEDBhghUuNickdEROXSpk2bIJPJAADdunXDnj17YGFR8T62srOzMWbMGGzZskXldhcXFwQGBsLT0xM2NjZ4+vQp7ty5g1u3bgEAnj17htDQUERGRmLv3r3GCJ0qgMePH+Po0aMqt/n6+uLVV1+Fp6cnMjIyEB0djTt37gAALl++jPbt2+Pw4cMICAgwRsiVnre3N/r3769x+SpVqugxGsPZvn07cnJyxP9dXV0RGBgIb29vCIKAGzdu4OzZsxAEAcnJyRg4cCB+/vlnvPfee0aM2vAq3qckEVEFV1mOmly4cEG8PmrUqAqZ2OXm5qJbt244efKkeFubNm3w1VdfoUuXLjA3Ny9U5/79+1i/fj2WLl2KtLQ0tb9iE2nL29sbY8eOxejRo1GvXr1C2//++2+MGzcOz549Q1paGgYPHowbN27A1tbWCNFWbvXr18dPP/1k7DCMws7ODkOHDsXYsWPRpk2bQkOEr169ipEjR+LSpUsAgMmTJ6N9+/aV6kgzB00TEVG5lJKSIl6vVq2aESPRn48++kglsfvss88QGRmJN954Q21iB+QPT507dy7u37+PQYMGGSpUqqCcnJywZMkS3Lt3D1999ZXaxA4A+vbti3379onPy7i4OGzYsMGQoVIl98EHH+D+/fsIDw9Hu3bt1J772bRpUxw5cgS+vr4A8s9j/uabbwwdqlExuSMionKpYEgmgAo5gUNERAR+/PFH8f9JkyZhwYIFGtd3d3fHtm3b8Pnnn+sjPKok/Pz8MG3aNNjY2JRYNiAgAAMHDhT/37Nnjz5DI1KxcOFCeHl5lVjO1dUVn376qfh/ZRu2XvE+LalcefDgAebOnYuOHTvCy8sL1tbWcHR0RO3atREYGIgxY8Zg8+bNSE5OLrGt06dPY9SoUahVqxZsbGxQtWpVtG/fHj/++CPS09MB5J8cXDD1sKFODE5OTsa3336LTp06oVq1arC2thZnbPr4449x/fp1rdtMSEjA999/j6CgINSsWRO2trawtbVFzZo10b17d3z//fcazXwll8vxxx9/YNSoUWjYsCFcXV1haWmJKlWqoE2bNpgyZQoOHz6sdpiftn157NgxsXznzp21KrNz50707dtX5bENCgrCunXrNJ4lMS4uDj///DOGDh2Kpk2bwtnZWbyvr7zyCiZNmoSoqCiN2goODhbjXLduHYD8GbpWrFiB1157TXwu+/j4YOjQoTh16pRG7SqLiIjAlClT4O/vD09PT1haWsLJyQnNmjXD6NGjsXnzZmRlZamtq+1SABkZGfj555/Ru3dv+Pr6ws7ODo6Ojqhfvz7Gjh2LI0eOaBz3kSNHMG7cODRr1gwuLi6wtLSEu7s7GjdujM6dO+Pzzz/HiRMnVBIzbSj3/fHjx8Xbu3TponK/JRJJka8BXbwmY2Njxf3UqlVLvD0iIgLjx49Ho0aN4OzsDIlEgqlTp5bqvn777bfidR8fHyxcuLBU7QQFBam9XSaT4cCBA/jkk0/QpUsXeHt7w8bGBra2tqhRowZ69OiB5cuXi++f6ii/ZpW9/FiU9JgA+Z8HX331FTp06ABvb29YW1vDzc0N/v7++Oijj4qcSKYo+vhMSE9Pxw8//IA333wTNWrUgI2NDVxdXdG0aVNMnjwZZ86c0Sg2da/Ry5cvY8qUKWjatCnc3NwgkUjQr18/JCQkwMrKChKJBBYWFnj06JFG+1AoFKhZs6a4n3///VejemXVvn178bouZ2A0pffwGzduYPLkyahfvz7s7Ozg7u6OVq1aYcGCBRp9nzG2zp07QyKRqMy+OXfuXLWvaXXLOGRlZWHnzp348MMPxf60srKCg4MDatWqhQEDBmDNmjXIzc014L1Spfw8lUqleP78udFiMTiBSE9Wrlwp2NraCgBK/Gvfvn2R7SgUCmHKlCmCRCIpsn6jRo2EGzduCLNnzxZvmz17tt7v4+rVqwVnZ+di75u5ubkwdepUIS8vr8T25HK5MHfuXMHOzq7EPjMzMxOuXbtWZFsnTpwQGjRooFH/f/rpp4Xqa9uXR48eFct36tRJozJSqVTo169fsbEFBAQIjx49KnbfH330UbHPD+W/oUOHChkZGcW2N3r0aLH82rVrhevXrwuNGzcutt3Q0NAS+0gQBOHBgwdCUFCQRrG2bt1abRvKZUryxx9/CFWrVi1xX7169RJevHhRZDtpaWlCnz59NIobgPDrr79q1B8vU+77kv5iYmIK1dfVazImJkYs7+vrK+Tk5Ajvvfee2vamTJmi9f2Mi4tTec5+/fXXWrdRnPj4eKFKlSoa9aO7u7tw8OBBte0ov2ZL+5jI5XLhyy+/FGxsbIqta2FhIcyaNUtQKBTF3jd9fSbs2rVLo9fKsGHDSnwPefk1Onv2bMHc3LxQW3379hUEQRAGDhyo9XNh3759Ks9RuVyuUb2y+uGHH8T9+vn56aRNU3oPX758uWBlZVVkO9WqVRMiIiKEtWvXireNHj26zH2k/Fwu6jNWU506ddL4Nf1y7FFRUYKDg4NGdWvVqiVcuHChTLGW1n///acSS2JiolHiMIaKd3Y6lQs7d+5UmZ3IyckJbdu2RY0aNWBhYYHU1FTcvn0bV69eLfGXnSlTpqgMXXJyckLXrl3h4eEhzvJ18+ZN9OjRA3379tXbfXrZokWL8PHHH4v/W1tbo1OnTqhZsyZSUlJw9OhRPH/+HHK5HMuWLUNcXBz+/PPPIo+2yOVyDB48GDt27BBvs7KyQtu2bVGrVi1YWFjg6dOnuHDhAp48eQKFQlFk323ZsgWjRo1SOXrSoEEDtGjRAs7OzkhNTcW1a9dw7do1KBQKZGdn66hXtDNmzBjs3LkTABAYGIgmTZogJycHUVFRuH//PoD8Bay7du2K06dPFzkF/oMHDyAIAiQSCRo2bIiGDRuiSpUqsLS0xLNnz3Dx4kXcu3cPQP5086mpqdi9e7dGR74eP36MN954A48fP4aLiws6dOiAqlWrIjk5GUeOHEFqaioAYN68efDz88Pbb79dZFvXrl1DUFAQnjx5It7m6emJdu3awcPDA9nZ2bh37x4uXryIrKysMj8uS5cuxYwZM8Qjs46Ojmjbti18fHwgl8tx/fp1REdHQxAE7N69G506dcLp06fVTqs/cuRI/PPPP+L/9erVg7+/P9zc3CCTyZCUlIQrV66U+Zf8N954Aw4ODgCAHTt24PHjxwCAfv36oXr16iplnZycVP7X9WtS2bRp07By5UoAQLNmzdC8eXNYWlri9u3bpRoyevToUZUj5sOGDdO6jeJkZGTg2bNnAPKHKDVp0gS+vr5wcHBAbm4uYmJiEBUVhezsbCQnJ6NHjx44fvw42rVrp9JO9erVERISAgAICwsTby+47WUvPyZyuRxvv/02/vzzT/G2atWqoXXr1vD09ER6ejrOnDmDe/fuIS8vD9988w2SkpKwatWqIu+bPj4Ttm7diuHDh0MulwMAzM3N8dprr6FevXpIT0/HyZMnxefipk2bEBMTgyNHjmg0lHHhwoXiEZK6desiMDAQdnZ2iI2NFdcpfPfdd8U+WrNmDWbNmlXi83L16tXi9TFjxhhs6PKVK1fE6z4+Pjpp01Tew8PCwjBlyhTxf2tra3Tp0gU1atRAUlISjhw5gidPnqBXr16lPqJvCP3790fTpk1x9uxZREdHA8gfchsYGFiobJs2bVT+T0lJEY+Me3p6okmTJqhRowbs7e2RmZmJu3fv4uzZs8jLy0NsbCw6deqECxcuFHkup74oP09tbW3h7u5u0P0blVFTS6qwmjdvLv5aMnny5CJ/ZUtLSxP++OMPtUeOBEEQDhw4oPLLy9ixY4W0tDSVMs+ePROP/lhbW2v8K21ZnD59WuVX2Lfeekt48uSJSpns7Gzh448/Vol/8eLFRbb56aefqpSdPHmy8OzZM7Vlz5w5I4waNUq4evVqoW0XLlxQ+YXc399fiIqKUtvOkydPhIULFwrfffddoW36PnJX8Mtn7dq1hTNnzhQqu379epXHc9SoUUXu+/vvvxfWrl0rJCUlFVnmxIkTQr169cT2fvvttyLLKv/qWxDDJ598Uuh5/OzZM6Fr165i2Tp16hR51CE1NVWoX7++WNbd3V3YvHmz2vLp6enC77//LowZM0ZtW8rPk6IcOnRIMDMzEwAIlpaWwtdffy2kp6cXKnfx4kXBz89PbG/SpElqyxRsd3BwEPbu3Vvkfu/duyd8/fXXwj///FNkGU0p/7p89OjRYsvq+jWpfOSuoF0fHx/hxIkThcpmZ2drfd/GjRsntu/p6al1/ZLExsYKH3zwgXDmzJkij+ikpqYKH330kRhH/fr1iz36o8nz7mVffvmlyv3cunWr2n1s27ZN5Yjr1q1b1banj8+Eu3fvqhyJaNWqlXD79m2VMnK5XFi8eLH4mgIgfPDBB0Xeb+UYLSwsBGdnZ2HHjh2FyhU8dxQKhVC7dm2xzpEjR4psWxAEITk5WXwPNTMzE+Li4ootryvp6emCq6urGOfChQt10q4pvIffvHlT5fn0xhtvFHqPkUqlwsiRI1U+41AOj9ypa1PT70xRUVHCrFmzhCtXrhRZJiEhQewHAMLrr7+uk3i1oTxCpmfPngbfvzExuSOdS0tLE19QPj4+JQ6xKU6rVq3Etvr06VNkW7m5uUK7du1UPlD1mdx17NhR3E+bNm2EnJycIst++OGHYlknJydBKpUWKnPr1i2VLw0LFiwodWzt27dX+ZLy8hcfTek7uQMg2NvbC3fv3i2yzY0bN6qUL24YqiZiYmLExDcwMLDIci8PDZw5c2aRZZ8+fSrY29uLZYtKpD///HOxjLOzs3Dz5s1S34+SvmTL5XKVRHLjxo3FtvfkyRPB09NTTAQfPHigsv3HH38U2/r8889LHbe2tEnudP2aVE7uAAh2dnbCrVu3ynqXRK+//rrYdufOnXXWbmkoDzctLnHXNrmLiYkRE2NHR0fhxo0bxZY/fPiw2H7jxo3Vvt/r4zNh1KhRKl/uU1JSioxxyZIlYlkzMzPh/v37assp71cikQjHjx8v9r4LgiB8/fXXYp3hw4cXW3bp0qVi2TfffLPEtnVlxowZ4n4dHByEhIQEg+1bEIz7Hj506FCxTLNmzYTMzEy15eRyudCjRw+V/es6ufP29hZCQkI0/ivqPun7VJbu3buL7V+/fl3n7Rdl9+7dKv1f3PtaRcTkjnTu0aNH4gvq1VdfLXU7V65cUflwLC4JEARBOHXqlEGSu+vXr6vs5/z588WWT09PF9zd3cXyK1euLFRG+ctVmzZtSp0QR0VFqfRZWZIhQyR3mpzjoJysTp06Vct7UVjBh41EIhFSU1PVllH+YuDh4SFkZWUV2+aQIUPE8j/++GOh7dnZ2YKLi4tY5ueffy7TfSjpS/bOnTvF7Zr+YrpgwQKxzstHs+bPny9uW7ZsWZli14amyZ0+XpMvJ3effPJJWe+OCn9/f7Htfv366bRtbZ05c0aMZfr06UWW0za5mzp1qlj+q6++0qjOm2++WeTjqI/PhJSUFJWjMX/++WexbcrlcqFJkyZi+c8++0xtOeX9DhkypPg7/T+PHz8WLCwsBACCjY1NsUlms2bNxPa3bdumUftldejQIZWj4/PnzzfIfl9mjPfw58+fqzxP9u/fX2x7d+7cUTmHUNfJnbZ/a9euLbFNfXxn2rp1q9j+Dz/8oPP21Xn8+LFQrVo1cb9BQUEG2W95wnPuSOc8PDxga2uLrKwsXLlyBSdOnEDHjh21bufYsWPi9datW6Nu3brFlm/Xrh1q1aql09m71Dl69Kh4vXnz5mjRokWx5e3t7TF06FDxHJGjR49i4sSJKmX2798vXp88ebLGsyC+TLmd119/HX5+fqVqx1BGjRpVYpnRo0eLM5kp931R4uPjcfbsWdy+fRsvXrxAVlaWyrlNMTExAABBEHD58mV06NCh2PZ69+5d4nk1/v7++OOPPwConz0uKioKL168AJB/3tvo0aNLvB9loTzt8zvvvKNRna5du4rXIyIiMH36dPH/mjVritfXr1+P8ePHw97eXgeR6oY+XpMv07QfNZWWliZeLzjHUF9kMhnOnDmDy5cv4+nTp0hLS0NeXp7aWAoW/tWF0j4PDxw4ACD/eaj8WOrjM+H06dPIyckBAFSpUgV9+vQptk0zMzOMHTsWM2bMAKDZe5Km971atWro1asXdu7ciezsbGzatAnvv/9+oXLR0dHi+UTu7u4lxqwLcXFxeOedd8RzEtu1a6cy1bwulcf3cOXniZeXV5Ez1BaoV68e2rVrV6qZlE1JZmYmoqKicOXKFSQlJSEtLU18jgBQmflVl+8tRcnNzcWgQYPE89rd3Nywdu1ave+3vGFyRzpnaWmJ/v37Y9OmTZDL5XjjjTcwaNAgDBo0CJ06dUKVKlU0akf5jUDdSb7qBAQE6D25u3jxonhdeard4hRMzw0AFy5cUNmWkJCgEnOXLl1KHZvyNNFlaccQ3N3dS/xyBgBt27YVr1+9ehUymUychEBZZGQkPvvsM5w8eVLt0g7qaDJldbNmzUoso/ycLjg5X5ny49KmTRvY2tpqFF9pRUZGitf37Nmj0YeqctwPHjxQ2dajRw84ODggPT0dFy9eRMOGDTFmzBj07NkTLVu2VPt4GJKuX5Mvs7S01Oh5oA1HR0fxenFLEZRFVlYWvvnmG6xcuVLj6dl1NY37s2fPVJY2WLp0qUY/WikvU/Hy81AfnwnKz53WrVvDwqLkr0XKz7GLFy+KE4EUpWXLlhrFCgATJkwQJ5lavXq12uROeSKVUaNGwcrKSuP2S+P58+fo3r27+NyoXr06tmzZIi5mrivl+T1c+bkXEBCg0eQ1bdq00Vty16lTJ5UfOwzt+fPnCA0NxYYNG1R+HCqOvpeIEAQBo0ePxunTpwHkv29v2rSp0ERclQGTO9KLpUuX4sKFC7h58yZkMhk2b96MzZs3QyKRoFGjRujQoQO6deuGnj17FvmLmvIbQY0aNTTaryFexElJSeJ1X19fjeoor5P18htcQkKCeN3a2hre3t6ljk25rTp16pS6HUNQPhpUHOXZ2ORyOVJSUuDp6alSZs2aNRg/frzGXwgKaPKh5OzsXGIZ5eRG3fpuhn5cCmb1AyB+UdRGSkqKyv8Fv34OHz4cubm5ePToEb7++mt8/fXXsLW1RWBgIDp16oQ+ffpo9UVWV3T9mnyZq6urRl/6taE882vBUV1dSklJQdeuXbX+tVzTL2olUZ4RFgBWrFihdRsvPw/18ZlQ1udObm4u0tLSCs0SqszDw0OjdgHgrbfeQs2aNREfH48LFy7g8uXLaN68ubg9KysLW7ZsEf8fN26cxm2XRnp6Orp3744bN24AyE+CDh48qLNZMguU9/dw5edJaT67KpK4uDh07NgR8fHxWtXT1XtLUSZPniy+NszMzLB+/Xq8+eabet1necVFzEkvPD09ER0djTlz5qgkK4Ig4MaNG1i1ahUGDRoEb29vfPvttyqH8Qso/5qtbmp2dQwxVEw5Lk33p1zu5Tc4XQ7PMuRQr7Iq7WP6cv/duHEDEydOFL8UvPLKK/jhhx8QHR2NxMREcUhPwZ/ykEhNFkgv7RDZomI2xOOi7pdnbSgP2SswaNAgnDt3DoMHD1Y5UpCVlYXjx49j3rx5aNWqFVq1aoUTJ06Uaf/a0vVr8mX6ONKqnCBosqi6tkJCQsTEztraGhMnTsQ///yDO3fuiMMyC14TBcPcAM1eE5oo63MQKPw81MdnQlmfO4Bunz9mZmYqCZvyUToA2L59u9i3bdu21evQ++zsbPTp0wdnz54FkH+0ed++fTrfpym8h5fX7yPGMHz4cDGxc3JywowZM3DgwAHExMQgPT0dcrlcfKyUhy3r6r1FnVmzZqn8gBQWFoahQ4fqbX/lHY/ckd44ODhg9uzZ+PLLL3HhwgWcOHECJ0+eREREhPgLbEpKCmbOnImoqCjs2LFD5U1Y+Y0xMzNTo31mZGTo9k6oofzlXNP9KZdTHo718v9lHZ5liKFeRdH2jbu0j+nL/bd06VLxS2CPHj2wc+fOYocJ6vvXQ3UM/bjY29uLXwAvXbqk8st/WTRr1gx//PEHpFIpTp48Kb6mz507J/7aff78eXTp0gVbtmzB4MGDdbLfkuj6NWkIr732mvjFPTExEbGxsSoJX1k8evRI/AXb3NwcBw8eLPa8Z328JpTfv11cXAodhStrm7r6TCjrcwfQ/fNn3LhxmDdvHuRyOX7//XcsXLgQ1tbWAFSTPX0etZPJZBg4cKD45dzW1ha7du1CQECAzvdlCu/hys+T8vR9xNBOnz4tDjV1dHTEmTNn0KhRoyLLG+Kxmj9/PhYsWCD+/+2336qss1wZ8cgd6Z2ZmRlatWqF6dOnY8eOHUhISEBERAT69esnlvn7779VFrkFoLLg5MOHDzXal/LJu/qiPMRG02EJcXFx4vWXF9L08vISr+fk5BQazqQN5baUf40vDeUPV3VHcl6m7S/1mvadcjlzc3O4urqqbD98+LB4/auvvirx/C/lx8JQdPm4aLu/O3fu6Lx9Jycn9OzZE9999x1Onz6N5ORkrFu3TkxOFAoF3n//fWRlZel83+ro+jVpCF26dFH5MWvTpk06a/vIkSPiUZAePXqUOKGVPl4Tys/BFy9eqAxrKy19fCaU9bljZWWl8+SuevXq6N69O4D8c5t27NgBALh37554VNzBwaHYxbbLQi6XY9iwYeKEOJaWlti+fTs6deqkl/2Zwnt4aZ4nL58zWhEoP1bBwcHFJnaA/h+rZcuW4YsvvhD//+KLL/Q20Y8pYXJHBmdmZob27dvjr7/+UhkP/c8//6iUe/XVV8XrBcNCShIdHa2TGIvj7+8vXi84cbckyidVvzyTn5eXl8ov9keOHCl1bG3atNFJO4Dqr9HPnj0rsXzB7G2aSk5Oxt27d0sspzwZSdOmTQt98CufX9akSZNi20pNTcV///2nVZy6oPy4REZG6j3pad26tXi9YOZBfXJycsLo0aNx5MgR8QhDcnKyysQu+qTr16Qh+Pr6il/gAeCXX37R+IhASbR5TQDQyzDaatWqqZybdPDgwTK3qY/PBOXnztmzZ9WeIvAy5eeOv7+/Tob9vezdd98VrxccrVuzZo2YtL/99tt6GeKtUCgQHByM7du3A8j/QW3Tpk3o0aOHzvdVwBTew5Wfe9HR0RqNVFH+7CqvtH3ulof3lgKrVq3CtGnTxP+nTJmCr776Sm/7MyVM7shoJBIJevbsKf6vPOkEAHTu3Fm8fubMGdy/f7/Y9k6fPq33mTIB1SnjL168iMuXLxdb/uUT4JXrF1D+khcWFqb1SeXq2jl8+LB4Enxp1K5dW7yuyaQMBdNIa+O3334rscz69evF6+pmAFWetaykL8fh4eFqT5bXtzZt2ohHHNPS0rBhwwa97q9Xr17i9U2bNiExMVGv+ytQu3ZtlQ/8l1/T+qKP16QhfPbZZ+L1+Pj4Uv/i/O+//6r8r81rIjMzU+Pno/LkV5q8jpTf35ctW1bq97UC+vhMaNeunfiDRFJSEvbs2VNseUEQVN6T9PXc6dGjhzgZzOHDh3Hv3j2V/eprSOakSZOwceNGAPmf0WvWrMGgQYP0sq8CpvAe3q5dO/Fc44SEhEKvuZfdvXtX4x+ajEnb17Q2j9Xjx48L/WivKxs3bsSkSZPE/8eNG4elS5fqZV+miMkd6VxaWhpyc3M1Kqs8vOHlGcWaNWsmzrwnCAKmT59e5JeDvLw8fPzxx6WMWDuNGjVSGeb0wQcfFPum+OWXX4pfrp2cnDBs2LBCZaZOnSq+aUZGRuK7774rVWyBgYHiNN2CIGDUqFGlPscrICBA/FXvzJkzxSaKK1aswLVr17Tex+LFi3Hv3r0it//+++8qv5KPHz++UBnl2Sf//vvvItu6c+cO5s6dq3WMumBtba0ypfmnn36KW7du6W1/AwcORL169QDkfwCPGDFC4y9E6enphc4V0XQK67y8PJVhxdrMElgW+nhNGkKHDh1Unhc//fQTvvzyS43rJycnY9CgQZg/f77K7cqviT179hQ7rHrGjBkaJ+HK08VrMgR+xowZ4nT5586d0+r19/Tp00K36eMzwcXFRWV448cff1zseUJhYWHijwdmZmaYMGFCifsoDXNzc4wdOxZA/n0dOXKk2Od+fn4qS8ToyvTp07Fq1Srx/7CwMI3WIi0rU3gPd3V1xYABA8T/P/744yJHYAiCgClTppT5xwxD0PY1reljJZfL8e6774prA+rSX3/9heDgYPHo6dChQ7Fq1Sq9HEE3WfpdI50qo6NHjwpVq1YVQkNDhatXr6otk5eXJ2zcuFGwtrYWAAgAhN9//71Qub1794rbAQhjx44V0tLSVMo8e/ZM6NevnwBApb3Zs2fr4+4JgiAIp0+fFszNzcV99e7dW0hISFApk5OTI8yaNUsl/sWLFxfZ5scff6xSdvLkycKzZ8/Ulj179qwwevRotf17/vx5lX7w9/cXzpw5o7adJ0+eCAsXLhS+//57tdu7du0qttO8eXPhwYMHKttlMpmwaNEiwdzcXGWfnTp1Utve0aNHxTJWVlYCAKF27drC2bNnC5XdsGGDSpsjRoxQ2+Znn30mlnF1dRX2799fqMyhQ4cEb29vAYBgb28vll+7dq3aNkePHl1iGWVr164Vy48ePVptmdTUVKFu3bpiOXd3d2Hz5s2CQqEoVDYjI0PYtGmTMGbMGLVtKT9PivLvv/+qPEfbtGmjtp8LXL58Wfjss88EV1dX4cqVKyrbgoODhddee01Yt26d8Pz5c7X1ExMThZEjR4r7c3JyEjIzM4vcnyY6deoktnf06NFiy+r6NRkTEyOW8fX1LdP9KE5OTo7Qrl07lZjat28vHD58WMjLy1Nb5969e0JoaKjg6Oio9vX2/Plzwc7OTmxv+PDhQkpKikqZ1NRUYcKECYVeE8Xd17feekss991332l0/2bPnq1y30aPHl3ofaRAXl6e8O+//wojR44UqlWrpraMPj4T7t27Jzg4OIjl2rZtK9y7d0+ljFwuF3744QeV59gHH3xQ5P3W5DVakri4OMHMzEylrZI+R0orNDRUZR9FfSbog6m8h1+/fl3l+RQUFCQ8efJEpYxUKhXfBws+44prUxvKr6WiPmO1FRUVJbZZtWpV4cWLF8WWv3HjhiCRSMQ6M2bMKPQ+/+TJE6Fv376FHitdxLxv3z6Vfu3bt68gk8nK3G5Fw9kySS+ePn2KefPmYd68efDy8oK/vz+qVq0KCwsLPH36FOfPn1f5hb9Dhw545513CrXTvXt3vP/+++IUt2vWrMH27dvRtWtXeHh44PHjxzh69CgyMzNRu3Zt9O3bF8uWLQMAjRYZLa22bdvi22+/FX8Z3rVrF2rWrIkuXbrAx8cHKSkpOHbsmMoRj/79+6uMD3/ZN998g5s3b2LXrl0A8n/FX7VqFdq1a4datWqp7bupU6cWaqdFixZYvXo1goODkZeXh4sXL6J169Zo2LAh/P394ezsjNTUVFy/fh1Xr16FQqHAlClTioypXbt2UCgUuHz5Mho0aIDXX38d3t7eeP78OU6cOIHExEQ4ODhgwYIF+OCDD7TqwypVquCvv/5C69atERgYiCZNmiA3NxeRkZEqR/Tq168vPq4vmzZtGlavXo2kpCSkpKTgrbfeQosWLeDn5weJRIILFy6IRxXffPNNeHp6ajQcVNecnJzw119/ISgoCImJiUhOTsbQoUMxdepUtGvXDh4eHsjOzsa9e/dw4cIFZGVllWmWyzfeeAM///wzJk2aBLlcjqioKAQGBqJ+/frw9/eHq6srsrKy8PTpU1y6dKnYoZuCICAiIgIREREwNzdHw4YN4efnJ7bx8OFDnD59WuWI/aJFi/S+WLsyfbwmDcHKygqHDh3C6NGjsW3bNgD553S9/vrrcHV1RWBgIDw9PWFtbY2EhATcvn270FHflyf0cHV1xUcffYR58+YByD8Cvm/fPrRu3RrVq1fHkydPcOzYMWRkZMDc3BwrVqxQmV6+KAMHDsT+/fsB5A8p3b9/P5o0aSIOawSAzz//XGXSo9mzZyM2NlYcUrh+/Xps3LgR/v7+aNSoERwcHCCVShEXF4fLly+LIw2Ujygo08dnQp06dRAeHo7hw4dDLpcjMjISDRs2RIcOHVC3bl1kZGTg5MmTKpO4tGnTBt9//32JfVYWNWvWxJtvvol9+/aJt1lZWen8aNrevXvF5wqQfx54XFwcJk+erFH9n376qUz7N5X38MaNG+P7778XPy///fdf1KpVC127dkWNGjWQlJSEI0eOQCqVwsXFBVOmTNHbkcY7d+5o/PgUmDlzZqF1HwMCAsR1FZ8+fYpGjRqhW7ducHd3F4+EBQQEiEe3GzVqhJEjR4pDuRcvXoxNmzYhICAAnp6eiI2NxYkTJ5CbmwtHR0csXLhQZzNXJicnY+DAgeLnjLm5OTw8PNR+D1JnypQpqF+/vk5iKfeMnV1SxRMVFSVYWFgU+rWxqL9BgwYJUqm0yPbkcrkwefJklV+LXv5r2LChcOPGDZVf5ZcsWaL3+xoeHi44OTkVe//Mzc2FKVOmFPkr/Mv3ddasWSq/DhbX7o0bN4ps6/Dhw0Lt2rU1egw+//zzIttZvXq1yq/VL/9Vq1ZNOHHihMpROU2O3HXq1EmQSqVCnz59io2tZcuWwsOHD4vtt9OnTwvu7u7FttOvXz/hxYsXGv2iq49ffQvExsYKHTt21Ohxad++vdo2lMuU5MiRI0L9+vU1fj02adJEePTokUobkydP1ri+o6OjsGrVqhLj0oQ2R+4K6Oo1aagjdwUUCoXw22+/CfXq1dO4r6tVqyYsXLhQyM7OLtReXl6eMGrUqGLru7i4CDt27ND4vspkMqFLly7FthkTE6O27o8//ii4urpqdL8kEonQp0+fIuPQ12fCrl27BC8vrxLjGzp0qJCRkVFsW9q8RouzY8cOlbYGDRpUpvbUUX7/Ks2fLpjSe/jixYtVjh69/Ofl5SWcPHlSqzY18fJRcG3/Ll68qLbdPXv2FPud4+XYMzIyhG7duhW7rxo1aggREREafS/QlPL7VGn+NP0MqQiY3JFePH/+XPjjjz+EDz/8UOjQoYPg7e0tWFtbCxYWFoKbm5sQEBAgfPDBB0UOF1Tn5MmTwvDhw4WaNWsK1tbWgqenp9C2bVth+fLl4rCc9957T3whr1mzRl93T0VSUpLwzTffCB06dBC8vLwES0tLwc3NTWjevLkwY8YM4dq1a1q3GR8fL8ybN0/o0KGDUK1aNcHS0lKwtbUVfH19hR49egiLFy8uMeERBEHIzc0VNmzYIAwZMkSoU6eO4ODgIFhaWgru7u5CmzZthGnTpgknTpwosZ1r164J48aNE2rXri3Y2NgILi4ugr+/v/D1118LSUlJgiAUTtzUUVdGoVAI27ZtE3r16iX4+PgIVlZWgoeHh9C1a1dh9erVGiXFgiAICQkJwsyZM4WmTZsKdnZ2gp2dnVC3bl1hyJAhwj///COWM/YXgwKHDh0SJk6cKPj5+Qmurq6Cubm54OTkJDRr1kwIDg4Wtm3bJuTk5Kitq+0XK7lcLmzfvl0YM2aM0LhxY3F/jo6OQr169YRevXoJ33zzTZEf/oKQPyTphx9+EIYNGyY0b95ccHV1FSwsLAQbGxuhevXqQrdu3YRFixYVGgpZFqVJ7gRBN69JQyd3BWQymbBv3z5h2rRpQmBgoODj4yPY2toKNjY2QrVq1YS2bdsKH374obB3716NXhu7du0SevfuLXh6egqWlpaCp6en0KpVK+Grr74Sk3ht7mtubq6wcuVKISgoSKhatWqhL7lFJXeCkD9kLSwsTOjXr59Qu3ZtwcHBQbCwsBBcXV2FZs2aCe+8846wcuVKIT4+XqO+0sdnQlpamrB8+XIhKChI8Pb2FqysrARnZ2ehcePGwvvvvy9ERUVpFJuukp/c3FyVL97qhiyWVXlI7gTBtN7Dr127JkyaNEmoW7euYGNjI7i5uQn+/v7CvHnzxPdAU0nuBEEQrl69Krz33ntC06ZNBUdHR5UfTtTFLpfLhd9++0144403hCpVqgiWlpZCtWrVhPbt2wtLliwRh+8zuTMOiSCYwBmfRBpq3769OENVZGSkyhT0ZHzHjh0TZ7zs1KkTjh07ZtyAiKhCM/XPBOX3TB8fH8TGxur1lAMiMn18h6AKIz4+HmfOnAGQf15CWc5XIiIi01YRPhPCw8PF62PHjmViR0Ql4rsEVQiCIGDq1KniArR9+/Y16GQORERUflSEz4THjx+rLCaubikYIqKXMbmjcu+nn37C119/XeQaLPHx8Rg0aBB27NgBIH9GtOnTpxsyRCIiMpDK8Jkgl8sxdepUcZ2wIUOGoEaNGkaOiohMAZdCoHIvOTkZc+fOxezZs9GkSRP4+fnBxcUFmZmZuH37Ns6fP6+ySO/MmTNN7rwKIiLSTEX9TNi6dSuio6ORnp6O48eP4+bNmwAAa2trzJkzx7jBEZHJYHJHJkOhUODKlSu4cuWK2u3W1taYPXs2Zs6cWWjb8uXLcefOnTLtv02bNhgxYkSZ2iAiIt0oy2dCebRv3z5xPUBlixcvRoMGDYwQERGZIiZ3VO59/PHH8PPzw7///ov//vtPXAA6NzcXbm5uqF+/Prp27Yrx48cXOWxlx44dOH78eJniSE9PZ3JHRGRkuvhMKO8cHR3RsmVLTJ8+Hb179zZ2OERkQrgUQjmkUCjw+PFjODo6QiKRGDucCqFnz56IiIgoUxvDhg3Dzz//rKOIiIiIiIhKJggC0tLS4O3tXeKsuUzuyqGHDx/Cx8fH2GEQEREREVE58eDBgxJHJHBYZjkSFhaGsLAw8UTwBw8ewMnJyagxyWQyHDx4EN26dYOlpaVRY6ks2OeGV+n7/NIloFMn4Phx4NVXDbLLSt/nRsA+Nzz2ueGxzw2Pfa5/UqkUPj4+cHR0LLEsk7tyJCQkBCEhIZBKpXB2doaTk1O5SO7s7Ozg5OTEF6yBsM8Nr9L3uYPD/18a6D2n0ve5EbDPDY99bnjsc8NjnxuOJqdrcZ07IiIiIiKiCoDJHRERERERUQXA5I6IiIiIiKgC4Dl3RESVXdOmwIMHgKensSMhIiKiMmByR0RU2VlZASa62DMRERH9Pw7LJCKq7O7fBwYPzr8kIiIik8XkTsd27NiBoKAgVKlSBba2tqhduzaGDh2KBw8eGDs0IiL1XrwAtm/PvyQiIiKTxWGZOiIIAt577z2sWrUKdevWxTvvvANHR0c8fvwYx48fR1xcHHx8fIwdJhERERERVVBM7nTkxx9/xKpVqxASEoLly5fD3NxcZXteXp6RIiMiIiIiosqAwzJ1ICsrC3PnzkWdOnWwbNmyQokdAFhYMI8mIiIiIiL9MfmMIzExEWfPnsXZs2cRHR2N6OhoPHv2DAAwevRorFu3TuO24uPj8cMPP2DPnj2Ij4+HtbU16tWrhyFDhuD999+HnZ2d2nr//vsvnj9/juDgYMjlcvzzzz+4ffs2XFxc8MYbb6BevXq6uKtERPrh7Q18803+JRWiUCiQl5cHhUJh7FDKRCaTwcLCAtnZ2ZDL5cYOp1Jgnxse+9zw2OfFMzMzg6WlJSQSiUH2Z/LJnZeXl07a2bNnD4YPH47U1FTxtszMTDFhDA8Px969e1GnTp1Cdc+dOwcg/+hc8+bNcevWLXGbmZkZpk2bhkWLFukkTiIinataFZg509hRlDupqamQSqXIzMw0+cQOyD83vGrVqnjw4IHBvmRUduxzw2OfGx77vGSWlpZwdHSEu7u72hF+umTyyZ0yHx8fNG7cGAcPHtSq3uXLlzFkyBBkZmbCwcEBM2fORJcuXZCVlYUtW7bg119/xa1bt9CzZ09ER0fDwcFBpX5iYiIAYPHixWjRogXOnj2Lxo0b4+LFi3j33XexePFi1K1bF5MmTdLZfSUi0pkXL4ATJ4COHQEXF2NHY3SCICAhIQEpKSmws7ODu7s7bGxsYGZmZtJfXBQKBdLT0+Hg4AAzM56VYQjsc8Njnxse+7xogiBALpcjPT0dL168QFZWFnx8fPSa4Jl8chcaGoqAgAAEBATAy8sLsbGxqF27tlZtTJ06FZmZmbCwsMDBgwfRtm1bcVvXrl1Rv359fPLJJ7h58yaWLFmC0NBQlfoFv+haWVlh586d8P7f0KYOHTpg+/bteOWVV7B48WImd0RUPt2/D/TtC5w/D7RoYexojC4lJQUpKSmoWrUqXF1djR2OzigUCuTm5oqJKukf+9zw2OeGxz4vmYODA5ydnREfH4/k5GSdjTxUx+Qfgblz56JXr16l7qTo6GgcO3YMADBu3DiVxK7AjBkz0LhxYwDAsmXLIJPJVLY7OzsDAFq1aiUmdgWaNGmCOnXq4N69e3jBNaSIiMo1QRDw4sULODo6VqjEjoiIjMvW1hZOTk5IS0uDIAh624/JJ3dltXPnTvH6mDFj1JYxMzPDqFGjAOT/oluQDBZo2LAhAMCliOFMBbdnZWWVKVYiItKvvLw85OTkiD/aERER6YqjoyNkMlmhA0W6VOmTu5MnTwIA7O3t0bJlyyLLderUSbweERGhsq1Lly4AgBs3bhSqJ5PJcPfuXdjb28PDw0MXIRMRkZ4UzPTG5WuIiEjXCs610+ckXZX+06sgIatXr16xH+aNGjUqVKdA3bp10a1bNxw8eBDh4eEYP368uO3bb7/FixcvMGLECJP+shATE1Oqkz+dnJyY1BKVdzY2gJ9f/iUBgElPnEJEROWTIT5bTDfb0IHs7GwkJycDAGrUqFFsWVdXV9jb2yMjIwMPHjwotH3FihVo164dJkyYgJ07d6JRo0a4ePEijhw5Al9fXyxcuLDItnNycpCTkyP+L5VKAUDvh201kZCQAACYOPVj5JYiFlcHO/y64ke4u7vrOrQKq+AxN/ZjX5lU+j6vXx+4dCn/uoH6oLz2uUwmgyAIUCgUFWL5A2UF53gU3D/SP/a54bHPDY99rjmFQgFBECCTybQ6aKLNZ2WlTu7S0tLE6y8vb6BOQXKXnp5eaFvdunVx7tw5hIaGYv/+/Th48CCqVq2KkJAQhIaGwtPTs8h2FyxYgLlz5xa6/eDBg0UunG5oUyeOLXXds2fP6jCSyuPff/81dgiVDvvc8Mpbn1tYWKBq1apIT09Hbm6uscPRC+XPPjIM9rnhsc8Nj31estzcXGRlZeHEiRPIy8vTuF5mZqbGZSt1cpednS1et7KyKrG8tbU1gKInRvHx8cHatWu1jmPmzJmYPn26+L9UKoWPjw+6desGJycnrdvTpbt37+L27dv4854Ctm7eJVdQkpb8GHEHfsXasGVaL09RmclkMvz7778ICgqCpaWlscOpFCp9n1+6BIvXX0fe4cPAq68aZJfltc+zs7Px4MEDODg4wKaCDVMVBAFpaWlwdHTksFMDYZ8bHvvc8NjnmsvOzoatrS06duyo1WdMwag+TVTq5E65UzX5hbZg6KStra1O47C2thYTR2WWlpZG/9JTcMg4TwHkaTn/jkwB5ObmH3Y29v0wReXh8a9sKm2fm5sDaWmwNDcHDHz/y1ufy+VySCQSmJmZVbj1mgqGSxXcP9I/9rnhsc8Nj32uOTMzM0gkEq0/+7QpW6kfAUdHR/G6uqGWL8vIyACg2RDO0ggLC4Ofnx8CAgL00j4RERGZllq1akEikSA4ONjYoVA50blzZ0gkEnTu3FntdolEAolEgjlz5hg0LiofKnVyZ2NjI0708fDhw2LLpqSkiMmdj4+PXuIJCQnB9evXER0drZf2iYiIyqPs7GysWLECr7/+Ojw8PGBlZYXq1aujZ8+e2Lp1q8btxMTEYNq0aWjatCkcHR1hb2+PBg0aICQkBNeuXdNZvHK5HL///jt69uyJqlWrwsrKClWrVkWXLl2watUqrc6lIarMpFIptmzZggkTJqBFixZwcXGBlZUVPDw80LlzZyxatAgvXrzQqs2MjAyEhYXh9ddfR/Xq1WFtbQ0vLy+0aNECH3zwAQ4ePFhs/aSkJHz99ddo164d3NzcYGlpCRcXF7Rs2RKffvop4uLiynCP9a9SD8sEgMaNG+PkyZO4e/cu8vLyilyu4ObNmyp1iIiIqOxu3bqFvn374tatWyq3P378GI8fP8bevXuxbt06bN++Hfb29kW2s2rVKnzwwQeFTrO4c+cO7ty5g/DwcCxbtgyTJk0qU7xPnjzBgAEDEBUVpXJ7QkICEhIScOzYMfz666/YvXt3kUsBBQcHY/369fD19UVsbGyZ4qGKoTI+J/bt24f+/furzBhfIDk5GcePH8fx48exaNEibN68WVxXujhHjx7FmDFjCiVgiYmJSExMxMWLF3Hy5El069ZNbf3Dhw/j7bffxrNnz1RuT01NxYULF3DhwgX89NNPCA8Px9ChQ7W4t4ZTqY/cAcBrr70GID/LP3/+fJHljh8/Ll5v37693uMiIjKYRo2A8+fzL4kMKCkpCUFBQWJiN3jwYOzevRsXLlzA7t27MXjwYADA/v37i/0itWXLFkycOBG5ublwdnbGvHnzEBERgejoaKxatQr16tVDbm4uQkJCsH379lLHm5WVhZ49e4qJ3RtvvIHt27fj/PnzOHjwIN59912YmZnh3Llz6NWrl9ovrURldezYMQiCgGPHjhk7lDJ59uwZcnJyYGZmhjfffBNLly7FkSNHcOHCBfzzzz94++23AeT/cNKrVy9cKliypwiHDh1Cjx49EBcXB0dHR8yYMQN79+7F+fPnsX//fqxcuRJ9+/Ytcu6MmJgY9OnTR0zs+vbti+3bt+Ps2bPYuXMngoODIZFIkJmZiZEjRyIyMlKn/aErlf7IXb9+/bBgwQIAwNq1a9G6detCZRQKBTZs2AAAcHFx0eiXg9IICwtDWFgY5HK5XtonIlLLzg5o0cLYUVAlNHfuXHHt2NmzZ6ucI+Tv74+ePXti9uzZmDdvHnbt2oW//voLAwYMUGkjMzMTU6ZMAZB/TnxERASaNm0qbm/VqhXefvttvPbaa7hy5Qo++OADdO/evdijgEUJCwvDxYsXAQBjxozB6tWrVWYHDAoKQps2bTB27FicO3cOK1aswLhx47TeD1FlYGlpiYkTJ2LWrFmoWbOmyjZ/f3/07t0b7du3x4cffojMzEzMmDEDhw8fVttWUlIS3nnnHWRnZ6Nx48Y4ePCg2jWsC34EUmfJkiXikgMff/wxvv/+e5Xtffv2RYsWLfDhhx9CLpdjwYIF+Oeff0pz1/Wq0h+5CwwMRIcOHQAAq1evVpuFL168GDdu3AAATJkyRW8zu/GcOyIyivh4ICQk/5LIQArOWwMAX19ffPnll2rLhYaGil/8Cn6MVbZv3z4kJiYCyP+MVk7sCjg5OWHJkiUAgKdPn2LdunWlinn9+vUA8te9Xbp0qdpp38eMGSOO8Fm4cCEXdSYqwttvv42VK1cWSuyUffDBB2jVqhWA/COWLw+XLDBz5kw8e/YM1tbW2LFjh9rErkBRy5+dOnUKQP6ENF988YXaMpMnT4abmxsA4PTp00Xuw5hMPrmLiIjAunXrxD/l4RZ3795V2VbUm/ny5ctha2uLvLw8dOvWDQsWLEBUVBSOHj2KiRMn4pNPPgEANGjQADNmzDDE3SIiMpzkZGDFivxLIgO5c+eOOFFCUFCQuPTOy8zNzREUFAQAOHfuXKHzkZR/EO3evXuR++vcubO4BFJphmZmZWXh6tWrAIC2bdvC2dm5yLJvvfUWgPzhZMo/Gs+ZMwcSiURMEuPi4sSZDZX/inPz5k1MmDABtWrVEieK6N+/f6FzALW1bt06cf+xsbHIycnBokWL0KJFCzg7O8PJyQmtW7fWeISRIAjYvn07Bg4cCB8fH9jY2MDV1RWBgYH46quvip0ko2D4W61atQDkn+f46aefokmTJuJaai8PSVQoFNi8eTMGDRqEpk2bwt7eHlWqVEHz5s0xduxY7N+/v9iJbs6ePYsJEyagQYMGcHBwgL29PRo1aoSQkBDcuXNH435TKBRYtWoV2rVrB1dXV9jb2+OVV17B/Pnz1S5EXZrnREmzZWrq1q1b+PDDD9GkSRM4OzvD1tYWderUwZgxY3DhwoUyta1LBfdToVAgJiam0PYXL15g06ZNAIChQ4eiYcOGpdpPwRG9KlWqFLnOtEQiQZ06dQCg3A67NvlhmeHh4eIL4mWnTp0Ss/AC6qYS9vf3x9atWzFixAhIpVLMmjWrUJkGDRpgz549KssnEBERUek8f/5cvO7l5VVsWeXtJ06cEL/0a9OOhYUF3Nzc8PjxY5w+fbrYSdTUSUlJKVW8p06dKjbp1MZff/2FkSNHqiQJiYmJ2LlzJ3bt2oXff/9dPE+pLFJSUjBo0KBCcxGcPXsWZ8+exZYtW7B3794ivxMlJSWhf//+hb6D5eTkIDo6GtHR0QgLC8Pff/+t9nQYZVFRUejduzeSi/nxKTY2Fv379y90TlZ2djaeP3+O//77D2vXrsXRo0cLJUR5eXn48MMP8fPPPxdq99atW7h16xZ+/fVXhIWFYcKECcXGmpGRgaCgIBw5ckTl9itXruDKlSv4559/cOTIkVINCda1r776CvPmzSuU8MbExCAmJgbr16/Hl19+iblz56qtP2fOHHHb6tWrCw2X1iXlJErdOnq7du1CVlYWAIjn6QJAWloanj59CmdnZ3h6epa4nwYNGuDatWt49uwZpFJpkQne/fv3xfLlkckfudOV3r1747///sO0adPQoEED2NnZwcXFBa1atcJ3332Hixcvol69enqNgevcERFRZaH8BTc1NbXYssrbr1+/Xqp2BEGAVCoFkP8L/d27dw0Sr/Js2++//z6uXLmCvn37AgC8vb3FL/7Kf+r8999/GD58OLy8vPDTTz8hKioKkZGRmDNnDmxsbCCXy/Huu+8iKSlJq/ulzsSJE3H+/Hm8/fbb2Lt3L86dO4dNmzaJ308iIiIwfPhwtXUzMjLQqVMnnDp1ClZWVpg4cSL+/vtvXLhwASdPnsT8+fNRpUoVJCQkoHv37sVOK5+eno6BAwciOzsbn3/+OY4dO4azZ89i9erVqFatGoD8o6Pt27cXE7uuXbvi559/RmRkJM6ePYutW7di4sSJ4lC6l40bN05M7Lp3746NGzfi7NmziI6Oxq+//oomTZpAJpPh3Xffxa5du4rtt3fffRfHjh3D6NGjsWfPHpw/fx47duxA27ZtAeQnx19//bVKnbI8J0orNDQUoaGhyMvLQ7t27RAeHo7IyEicO3cOv//+O9q2bQtBEDBv3jz8+OOPOt13aRRMamhhYaH2u7jyUeu2bdti//79aN++PZycnNCgQQN4eXnB29sb06dPL/ZHgokTJwLIf6/45ptv1JYJCwsTf1AqKF/uCFTupKamCgCE1NRUY4ci3Lp1S9i5c6cwdOFfwti1Z7X6G/TdX0Krjm8Id+/eNfbdMCm5ubnCzp07hdzcXGOHUmlU+j4/f14QgPxLAymvfZ6VlSVcv35dyMrKMnYoOieXy4WUlBRBLpcbOxRBEAQhPT1dsLS0FAAIr7zySrFlmzVrJgAQAAhDhw5V2fbLL7+I2xYvXlxkG+fPnxfLARAOHDigdczVqlUTAAju7u5CTk5OkeV69+4t7icgIKBQn48ePVoAIPj6+pa4T19fX7Gtli1bCi9evChUZuPGjWKZJUuWaH2/BEEQ1q5dq9I/33zzTaEyMplMePPNN8Uyu3fvLlRm8uTJAgDB2dlZiI6OVruv2NhYsS9HjBhRaHtB/wAQHBwchEuXLhUZd79+/cSy3333XZHP8/T0dOH58+cqt23fvl2s++uvv6ptPysrS+jatasAQKhVq5Ygk8lUtr/cb7/99luhNrKzs4WmTZsKAIQqVaoUakP5PmvynOjUqZMAQOjUqZPa7QWxzJ49u9C2s2fPCmZmZgIA4YsvvlBbXy6XCyNGjBAACI6OjkJKSkqhMrNnzxb3s3r1ar29t+zevVvcT8+ePdWW6dy5s/ic+/7771Uej5f/atSoIVy7dq3I/X366adi2QEDBgh//vmnEB0dLfzzzz/C2LFjxb4bPny4kJeXp/X9Ke1njDa5AY/cERFVdp6ewLRp+ZdEBmJvb4/XX38dQP5Rqc2bN6stt3nzZpUjF2lpaSrbe/ToIU50tmTJErW/zCsUCnz++ecqt73cjiYKjq4kJydj8eLFastERERgz5494v/p6ela76coa9asUXuu37Bhw+Dt7Q0AOHnyZJn388orr+DTTz8tdLuFhQXCw8PF/l6xYoXK9uTkZISHhwMA5s2bJ06E8TLlCXS2bt2q9ly0Ap988gmaN2+udtvNmzfx999/A8h/bArmSFDH3t4erq6uKrcVTNDTv39/jB8/Xm09Gxsb/PTTTwDyh38Wt/zAgAEDMGLEiEK3W1tbY/LkyQDyp/9/+eizIX333XdQKBRo2bIl5s2bp7aMmZkZfvzxR1hbWyMtLa1My4eUxfPnzxESEgIg/9zbr776qshyQP55sZ9++imsra3x7bff4uHDh8jJycHVq1cxatQoAMDDhw/Rt2/fIl+X3377LQ4cOIDOnTvjr7/+wsCBAxEQEIA+ffpgzZo1aN68ObZu3YqNGzcWeZ6wsTG5IyKq7GrUAJYsyb8k7Tx5Aly4oPpXcMJ/dnbhbcqTFNy6VXhbwfljSUmFtxVM6iCXq29XJsvffu9e4W0JCQAAyYsXhbf9bzZoAMDFi6rbnjzRa/fNnTtXPO9t9OjR+PrrrxEfHw+ZTIb4+Hh8/fXXGD16tMrsdgXn1hSoUaOGuDD5o0eP0L59e/z999+QSqXIzs5GVFQUevTogf379xfbjiY+++wz8Tyczz//HNOmTcOdO3cgk8nw9OlThIWFoUePHhAEQbxf2dnZWu9HnWbNmuGVV15Ru00ikcDf3x/A/58PVBajR49We24TkN/fBQtAHzt2TGVylQMHDoj3d8iQIcXuo2PHjgAAmUxW7DrDRQ3/BIC9e/dCEAQAwLRp04rd38sePXok7rekWBs3bgx3d3cAKHZts+JibdmypXhdF49RachkMuzbtw8AMGjQoGIn73FxcUGzZs0AqL/Pc+bMgSAIEARB7XwWZSWXyzF8+HBx2O4XX3whPsdflpGRASB/uLUgCPjtt9/w6aefonr16rCyskKTJk2wfv16vPvuuwDyJ1xcuXKl2raePHmCDRs2FDlB0ZUrV/D777+rDLcub5jcERFVdunpQGRk/iVp55dfgJYtVf8KpvR/+LDwNqUveAgOLrxt7978bX/8UXjb/375R0aG+nYLZh+cNq3wtv8tOWBx7BjMAgJUtyl/IW3TRnXbL7/otfsCAwOxevVqWFlZQSaT4csvv4Svry+srKzEozsKhULlKJm6STwWLlyI3r17AwBu376Nfv36ibP/tW3bFgcOHECdOnXw4YcfFttOSXx9fbFt2zY4OjpCEAQsW7YMDRo0gJWVFapVq4bJkycjLS0N3377rTgzp4ODg9b7UadRo0bFbi84p6w0RyRfVtK5/4GBgQDy1xhUTlTOnTsnXq9WrZraWR8L/pSXrHj69Kna/Tg4OIgzE6pTsOagpaUl2rRpU/IdU6Ic69ChQ4uNVSKRiEeEi4oVKP4xUj7nTxePUWlcv35dPEo6c+bMEu9zQR8Vd5/15f3338f+/fsBAD179ixyqRQA4msNANq0aaMyqYqyb775BtbW1gCgdqTAjRs3EBgYiN9//x329vZYsWIFHjx4gNzcXDx9+hQbNmyAt7c3/vnnH7Rt21YnR8n1weRny6xIuIg5ERnF7dtAu3bA+fNczFxbEycCffqo3lYw9KtGjfw+Lcq6dfmJmrKCWSCHDAH+NwmDqCAZsbdX366LS/7l0qWA0mLgAIDq1QEAeZ07QxEdrXpUxtb2/69HRQH/OxICAPjfpBX6NGrUKDRv3hzz58/H/v37xS++ZmZm6NKlC+bPn68ymcnLQ+uA/HWr/v77b6xfvx4//fQTLl68KK4v5+LigpEjR+Krr75SGdalrh1NdOvWDZcuXcI333yDnTt3qqy71aZNG4SGhqJjx47isEaXgseljOzs7IrdXvCY6uI7REkzCyrPBqo8W2nBeoPaKmpYZkl9V5Bwubm5iV/aNaXrWIHiHyPl15yxvufp4z7rw8yZM7Fq1SoAwGuvvYZt27YVOwRS+Yea4mamrVKlClq1aoVTp07h8uXLkMlkKmtXjxw5Eg8fPoSdnR1OnjyJxo0bi9u8vLwwcuRIvP7662jRogUSEhIwdOhQ3Lt3T+vnnr4xuStHQkJCEBISAqlUWuz6OUREVE5Uq1Z0AmRjU3yyXNxaTB4e+X/qmJsX327duupvVygguLgANWsCRQy5QxHDnvStefPm+OOPPyCXy/HkyRNkZ2fD29tb/LJcsIYVAPj5+altQyKRIDg4GMHBwUhPT0dCQgKsrKzg7e0tfjH877//SmxHE3Xq1EF4eDh+/fVXPH36FGlpaahatao4ZFN5cePSrrllTCWttSco/wCgpCBpsbKyKnao5cuKWnBa03OaSopXHeUE6/fffy9yyOvLSvujQHmgfJ8XLlworsdYEkMu3fDdd9/h22+/BQC0aNECu3fvhq3yD1Bq+Pj4iMMoi1u8vKAskN8Xz549Q9WqVQEAly9fFp+zw4cPV0nslHl7e+ODDz7AF198gUePHmH//v3iubjlBZM7IiIiKhfMzc3VfjmLiIgQr5e0LhqQP5zv5eGQubm5OHv2LID85KzgHKqykEgkqFatmjgtv7p4lc+1MhUJCQnFruGlfARIebhhlSpVAOT3dZUqVQr1i64VPIbPnj1Dbm6uyjmVJSmIFUChYaIVlfJ9lslk5e4+r1ixAp999hmA/PMcDxw4oNHBjiZNmmDbtm0ASj4qqrxdeZ3LG0rnHrcoYQSL8mv65s2b5S654zl3REREVG7l5uaKs/VVr14d7dq1K1U7e/fuFdefK2kCjbIqONJoa2urdphYaY40GVJ0dLRG2+3s7FTOiVOe8OLgwYP6CU5JwZdwmUxW7EQn6hg61pIY4jnRpEkTMQEuD/dZ2W+//SbOKFqnTh0cOnRI4x9gCibnAYB79+4VW7Zgu62trcoPE8qJ3ssLu79MVjB51Uv1ygsmd0RElZ2FBeDunn9JVM4sX75cXJj7vffeK9X043l5eZg9ezaA/Mk3JkyYoNMYlW3btg2XL18GkD9Rh7ojDwUTQOTk5OgtjrL47bffihx6+ejRIzEx6Ny5s8rj0b17d/EcpqVLl5b4JbmsevbsKSZFS5cu1apuvXr1xKG5W7ZsQXx8vM7j04YhnhN2dnbi8iMFC8KXB3/99RfGjBkDQRBQo0YNHD58WFzaQxMdO3aEx/+Gse/cubPI525MTIy42H27du1UzoOsXbu2eL2kiVIKFlV/uV55weSuHAkLC4Ofn1+Js1QREenUK6/kT72v4TknRLpU3JfqXbt2ievT1a9fHx999JHacsnJyUVO+pCbm4uxY8eK59t9+umnRc7A2LlzZ3GmwNjYWK3jPXPmjLhempubG+bPn6+2XMFwxcTERKPNnFicS5cuYeHChYVuz8vLw4QJE5CbmwsA4hIUBapXr44xY8YAyD+HaeLEicUmeImJieK6eKXRoEED9O/fHwDw999/q425QEZGBlJSUlRu++KLLwDkL1cxYMAA8UcEdXJycrBixQqdLW3xMkM9Jz7//HMxIX7nnXeKPdIll8uxadMmPHz4sNC2OXPmiK+VdevWlTqegwcPYujQoZDL5fD09MShQ4dQq2BiKQ2Zm5uL7w23bt3Cd999V6iMTCbD+++/L0609N5776ls9/f3R/X/TTz1559/4vDhw2r3deHCBXEZBTs7O3Tt2lWrWA2BP9OWI5xQhYiIKpumTZuibdu2GDx4sDhsLDY2Ftu2bcPWrVsB5E9isXXrVpUpz5UdO3YMEyZMwPDhw/HGG2+gZs2ayMzMxMWLF7Fy5Upx0ehu3boVO6W6Jnr27AlHR0cMGzYMzZs3h729PR49eoR//vkH69atQ15eHqytrbFp0yZ4enpCKpUWaqNgaKlCocB7772HDz74AFWqVBG/dNerV69MMZZVq1at8Omnn+LSpUsYNWoUPD09cefOHSxZskQ82tO7d2/06tWrUN3Fixfj9OnTuHr1KtasWYOoqCi8++67aNmyJRwcHPDixQtcu3YNhw4dwt69e9GsWbMiFxDXxIoVKxAVFYXHjx/jk08+wf79+zF48GD4+/vD3NxcXHh8y5Yt2L59Ozp37izWHTp0KA4cOID169fj/Pnz8PPzw8SJE9GpUyd4eHggIyMD9+7dw8mTJ/HXX3/h+fPn4mLYumao50T79u0RGhqKuXPnIiYmBq+++irGjRuHbt26oVq1asjJyUFsbCwiIyOxfft2PH78GFeuXClxopLSiIqKQv/+/ZGbmwtLS0ssXboUMpkMV69eLbJOjRo11M6i+uGHH2Lr1q24cOECZs6ciWvXrmHEiBHw8PDA3bt3sWTJEpw5cwYA0KNHDwwcOFClvpmZGRYsWIBRo0ZBLpeje/fumDhxInr37g1PT088f/4cBw8exI8//qiynISuZsPVJSZ3RESV3bVrQN++wN9/A02aGDsaqmQUCgUOHjxY5DlAfn5+2LhxY5ELGBd48eKFuKSQOsHBwfj555+1mnRDHUEQEBkZWeQ5XjVq1MC6devw+uuvi0cJXta1a1e0adMGUVFR2LRpk8psoAX7MKZVq1Zh3Lhx2Lx5s9r1wNq3b4/f/7d24sscHBxw/PhxDB8+HPv378f169cxderUIvdVMMNoaXl5eeHkyZPo27cvrl69iiNHjuDIkSMa11+9ejW8vLywePFiJCcnY/78+UUecbW3ty/VsGBNGPI5MWfOHLi4uOCzzz5Deno6li9fjuXLl6sta2VlVeSPKmW1f/9+MVGSyWTFLgJfYO3atWoXTbexscHu3bvRu3dvnD9/Hhs3bsTGjRsLlevRowe2bNmi9hzHkSNHIiEhAbNmzYJMJsNPP/2En376qVA5iUSCKVOmiKMKyhsOyyQiquxycoB79/IviQwsPDwcY8aMQZMmTeDm5gYrKytUr14d3bt3x+rVq3Hp0qUSE7sOHTpg4cKF6N69O2rXrg07Ozs4ODigQYMGmDhxIiIjI7F27VqdfEldtGgR3n//fTRv3hweHh6wtLRE1apV0blzZyxfvhw3btwQz2sqipmZGQ4ePIgvvvgCzZs3h4ODQ7maZMXV1RWnT5/GggUL8Oqrr8LR0REODg4ICAjAjz/+iOPHjxe7CLybmxv27duHw4cPY8yYMahfvz4cHBxgYWEBNzc3BAQEICQkBHv37sW///5b5njr1KmDS5cuYd26dejRoweqVq0KKysruLu7o3nz5pgwYQIOHTqkMvFGAXNzc3z33Xe4fv06ZsyYAX9/f7i6usLc3ByOjo5o0qQJhg8fjvXr1+PJkyclTstfWoZ+TkydOhX37t3Dl19+iTZt2sDd3R0WFhawt7dHgwYNMHDgQKxcuRKPHj0y+pFkTVWrVg1RUVFYuXKlePS14PXZp08f/PXXX9izZ0+xz92PPvoIV65cwfTp09GyZUs4OzuLz4WmTZvivffeQ3R0NJYuXVquXrPKJIKxfx6iQgqGZaamppb5F62yun37Nm7cuIGtdxSwddfukLw08SFi96zAljUrUbeodZeoEJlMhr1796JHjx4qi2uS/lT6Pr9wAWjZ0qCLmJfXPs/OzkZMTAxq166tt1+rjUWhUEAqlcLJyUl1EXPSG1Pq83Xr1onny8XExGh93lN5YUp9XlGwzzVX2s8YbXIDPgJEREREREQVAJM7IiIiIiKiCoDJXTnCpRCIyCjq1QP278+/JCIiIpPF5K4cCQkJwfXr1xEdHW3sUIioMnFyAt58M/+SiIiITBaTOyKiyu7JE2DOnPxLIiIiMllM7oiIKrsnT4C5c5ncEVViwcHBEAQBgiCY7EyZRMTkjoiIiIiIqEJgckdERERERFQBMLkjIiIiIiKqAJjcERFVdq6uwPDh+ZdERERksiyMHQARERlZ7drAxo3GjqJcEQTB2CEQEVEFY4jPFh65K0e4iDkRGUV2NnD3bv5lJWdmlv+xqFAojBwJERFVNAWfLQWfNfrA5K4c4SLmRGQU168D9evnX1ZylpaWMDc3R0ZGhrFDISKiCiY7OxtmZmawsNDf4Ekmd0RERP8jkUjg6OgIqVTKoZlERKRT6enpsLOz45E7IiIiQ3F2doZMJsPjx4+Z4BERkU6kpKQgMzMTTk5Oet0PJ1QhIiJSYmdnhxo1auDhw4fIysqCk5MT7OzsYG5uDolEYuzwSk2hUCA3N1ccFkT6xz43PPa54bHPiyYIAvLy8pCamoq0tDS4urrC2dlZr/tkckdERPQSR0dH+Pr6IjU1FS9evMCzZ8+MHVKZCYKArKws2NramnSSakrY54bHPjc89nnJrK2t4eXlBVcDLDnE5I6IqLJr0QLg8MNC7OzsYGdnh6pVq0Imk5n8DJoymQwnTpxAx44dYWlpaexwKgX2ueGxzw2PfV48c3NzWFhYGCzxZXJHRERUDIlEAisrK2OHUWbm5ubIy8uDjY0Nv4AZCPvc8Njnhsc+L184MJaIqLK7dQto2zb/koiIiEwWj9yRXslycxEXF6d1PScnJ3h4eOghIiIqJCMDiIrKvyQiIiKTxeSO9CYnPRWxMfcxddYcWFtba1XXzdEOG9eGM8EjIiIiItIQkzvSG1lOFhQSC7i3GYAq3r4a18t4noCkyD8hlUqZ3BERERERaYjJXTkSFhaGsLAwyOVyY4eiU3auHnDyrKFVnSQ9xUJEREREVFFxQpVyJCQkBNevX0d0dLSxQyGiyqRWLeC33/IviYiIyGTxyB0RUWXn5gaMGGHsKIiIiKiMeOSOiKiyS0oCwsLyL4mIiMhkMbkjIqrsHjwAJk/OvyQiIiKTxeSOiIiIiIioAmByR0REREREVAFwQhUdqVWrFuLi4tRumzhxIlauXGngiEybLDe3yP4sjpOTE9fGIyIiIqJKicmdDjk7O2Pq1KmFbm/VqpXhgzFhOempiI25j6mz5sDa2lqrum6Odti4NpwJHpE2HB2Bbt3yL4mIiMhkMbnTIRcXF8yZM8fYYZg8WU4WFBILuLcZgCrevhrXy3iegKTIPyGVSpncEWmjfn3gwAFjR0FERERlxOSOyi07Vw84edbQqg4ncicqBbkcyMgA7O0Bc3NjR0NERESlZPITqiQmJmL37t0IDQ1F9+7d4e7uDolEAolEguDgYK3aio+Px0cffYTGjRvD3t4ebm5uCAwMxKJFi5CZmVli/ZycHKxfvx7ffPMNfv75Z1y+fLmU94qIyIAuXwacnfMviYiIyGSZ/JE7Ly8vnbSzZ88eDB8+HKmpqeJtmZmZiI6ORnR0NMLDw7F3717UqVOnyDaePn1aKKF866238Ntvv8Hd3V0ncRIREREREalj8kfulPn4+KBbt25a17t8+TKGDBmC1NRUODg4YP78+Th9+jQOHz6MCRMmAABu3bqFnj17Ij09XW0bY8eOxbFjx5CUlASpVIqoqCh0794d+/fvR58+fSAIQpnuGxERERERUXFM/shdaGgoAgICEBAQAC8vL8TGxqJ27dpatTF16lRkZmbCwsICBw8eRNu2bcVtXbt2Rf369fHJJ5/g5s2bWLJkCUJDQ9XGoax169bYvXs3OnXqhIiICOzduxc9e/Ys3Z0kIiIiIiIqgckfuZs7dy569epV6uGZ0dHROHbsGABg3LhxKoldgRkzZqBx48YAgGXLlkEmk2nUtpmZGcaMGQMAOHXqVKniIyIiIiIi0oTJJ3dltXPnTvF6QSL2MjMzM4waNQoAkJKSIiaDmig4106TCVmIiIyiWTMgMTH/koiIiExWpU/uTp48CQCwt7dHy5YtiyzXqVMn8XpERITG7Z85cwYAUKtWrdIFSESkb5aWgIdH/iURERGZrEqf3N24cQMAUK9ePVhYFH0KYqNGjQrVKXD9+nW8ePGiUJ2IiAgsWbIE1tbWGDBggG4CJiLStXv3gD598i+JiIjIZJn8hCplkZ2djeTkZABAjRrFL5bt6uoKe3t7ZGRk4MGDByrb/vjjD3z//fd4/fXXUatWLVhbW+Pq1as4ePAgzMzMsHLlStSsWVNv94P+nyw3F3FxcVrXc3JygoeHhx4iIjIBqanArl3AnDnGjoSIiIjKoFInd2lpaeJ1BweHEssXJHcvL4fQpUsX3LhxAxcuXMDx48eRnZ0NLy8vvP3225g2bRoCAwOLbTcnJwc5OTni/1KpFAAgk8k0nrxFX+RyOQDAwgywgEKrupbmEtjYWMNSy7qlrafITMXTJ4/x6ZxvYGVtpVWsrg52+HXFj+ViPcKCx9zYj31lUun7PC8PlgBkeXmAgfqg0ve5EbDPDY99bnjsc8Njn+ufNn0rESrYAmzKSyGMHj0a69atK7LsgwcPxCNqI0eOxIYNG4ptu2bNmnjw4AHq1q2Lu3fv6izmOXPmYO7cuYVu37RpE+zs7HS2HyIidZzv3UPnGTNwbPFipNata+xwiIiISElmZiaGDRuG1NRUODk5FVu2Uh+5s7GxEa/n5uaWWL7g6Jqtra1O45g5cyamT58u/i+VSsUF2Ut6APXt7t27uH37Nv68p4Ctm7dWdZ/cvoiozcvQfuyX8PSpV27rpSU/RtyBX7E2bJnWayTqg0wmw7///ougoCBYcoILg6j0fX7xIgCg/WuvAf7+Btllpe9zI2CfGx773PDY54bHPte/glF9mqjUyZ2jo6N4/eWhlupkZGQA0GwIpzasra1hbW1d6HZLS0ujv0jMzc0BAHkKIE/L+XdkcgHZ2TmQaVnX4PUUQG6uDObm5kbvb2Xl4fGvbCptn/v6AosXw9LX1+AzZlbaPjci9rnhsc8Nj31ueOxz/dGmXyv1bJk2NjbiOVYPHz4stmxKSoqY3Pn4+OglnrCwMPj5+SEgIEAv7RMRqeXlBUyfnn9JREREJqtSJ3cA0LhxYwD5ww/z8vKKLHfz5s1CdXQtJCQE169fR3R0tF7aJyJSKyUF2LYt/5KIiIhMVqVP7l577TUA+UMuz58/X2S548ePi9fbt2+v97iIiAwmJgYYMiT/koiIiExWpU/u+vXrJ15fu3at2jIKhUKcSdPFxQVdunQxRGhEREREREQaq/TJXWBgIDp06AAAWL16NSIjIwuVWbx4MW7cuAEAmDJlit5OFuU5d0REREREVFomP1tmRESEyppzycnJ4vW7d+8WWucuODi4UBvLly9H+/btkZWVhW7dumHWrFno0qULsrKysGXLFqxatQoA0KBBA8yYMUMv9wPIP+cuJCQEUqkUzs7OetsPERERERFVPCaf3IWHh2P9+vVqt506dQqnTp1SuU1dcufv74+tW7dixIgRkEqlmDVrVqEyDRo0wJ49e1SWTyAiqhBsbfPXt9PxGp5ERERkWCaf3OlK79698d9//2H58uXYs2cPHj58CCsrK9SrVw+DBw/G5MmTYWdnZ+wwiYh0r3Fj4MIFY0dBREREZWTyyd26desKDb0sLV9fXyxZsgRLlizRSXvaCgsLQ1hYGORyuVH2X5nJcnMRFxendT0nJyd4eHjoISIiIiIiIu2YfHJXkfCcO+PISU9FbMx9TJ01B9bW1lrVdXO0w8a14UzwyLRdvAi0aQNEReUPzyQiIiKTxOSOKj1ZThYUEgu4txmAKt6+GtfLeJ6ApMg/IZVKmdyRaRMEIDc3/5KIiIhMFpM7ov+xc/WAk2cNreok6SkWIiIiIiJtVfp17soTrnNHRERERESlxeSuHAkJCcH169cRHR1t7FCIiIiIiMjEcFgmEVFl17gxcPUqUKeOsSMhIiKiMmByR0RU2dnaAk2aGDsKIiIiKiMOyyQiquzi4oDx4/MviYiIyGQxuSMiquyePQNWr86/JCIiIpPF5K4c4WyZRERERERUWkzuyhHOlklERERERKXF5I6IiIiIiKgCYHJHRFTZeXkBn32Wf0lEREQmi0shEJWBLDcXcaWYYdDJyQkeHh56iIioFKpXBxYsMHYUREREVEZM7ohKKSc9FbEx9zF11hxYW1trVdfN0Q4b14YzwaPyIS0NOH8eaNkScHQ0djRERERUSkzuiEpJlpMFhcQC7m0GoIq3r8b1Mp4nICnyT0ilUiZ3VD7cuQN06ZKf4LVoYexoiIiIqJSY3JUjYWFhCAsLg1wuN3YopAU7Vw84edbQqk6SnmIhIiIiosqLE6qUI1wKgYiIiIiISovJHRERERERUQXA5I6IqLKztMyfMdPS0tiREBERURnwnDsiosquWTPg4UNjR0FERERlxCN3REREREREFQCTOyKiyu7KFaBGjfxLIiIiMllM7oiIKjuZDHj0KP+SiIiITBaTu3IkLCwMfn5+CAgIMHYoRERERERkYjihSjkSEhKCkJAQSKVSODs7Gzsc0iNZbi7i4uLUbitYxD4mJgbm5uYq25ycnODh4aH3+IiIiIjI9DC5IzKwnPRUxMbcx9RZc2BtbV1ou5WVJT6ZPBFjQqYiN1d1mJybox02rg1ngkdEREREhTC5IzIwWU4WFBILuLcZgCrevoW2W/5vsLTvmxMgU/z/7RnPE5AU+SekUimTO9Kt+vWBo0fzL4mIiMhkMbkjMhI7Vw84edYodLsFFACewtHdG3kvnRabZKDYqJJxdAQ6dzZ2FERERFRGnFCFiKiye/QImDkz/5KIiIhMFpM7IqLKLiEB+Pbb/EsiIiIyWUzuiIiIiIiIKgAmd0RERERERBUAkzsiIiIiIqIKgMkdEVFlV6UKMG5c/iURERGZLC6FQERU2fn6AuHhxo6CiIiIyohH7oiIKrusLODatfxLIiIiMllM7sqRsLAw+Pn5ISAgwNihEFFlcuMG0LRp/iURERGZLCZ35UhISAiuX7+O6OhoY4dCREREREQmhskdERERERFRBcAJVYhMiCw3F3FxcVrXc3JygoeHhx4iIiIiIqLygskdkYnISU9FbMx9TJ01B9bW1lrVdXO0w8a14UzwSD2JBLCyyr8kIiIik8XkjshEyHKyoJBYwL3NAFTx9tW4XsbzBCRF/gmpVMrkjtTz9wdycowdBREREZURkzsiE2Pn6gEnzxpa1UnSUyxEREREVH5wQhU9+f777yGRSCCRSBAVFWXscIiIinbjBtCiBZdCICIiMnFM7vTgxo0bCA0Nhb29vbFDISIqWVYWcPEiFzEnIiIycUzudEwul2P06NFo3rw5+vfvb+xwiIiIiIiokmByp2PfffcdLl++jDVr1sDc3NzY4RARERERUSVh8sldYmIidu/ejdDQUHTv3h3u7u7iuW7BwcFatRUfH4+PPvoIjRs3hr29Pdzc3BAYGIhFixYhMzOzxPpXr17F3Llz8cUXX6BJkyalvEdERERERETaM/nZMr28vHTSzp49ezB8+HCkpqaKt2VmZiI6OhrR0dEIDw/H3r17UadOHbX18/LyEBwcjMaNG+Ozzz7TSUxERAZRuzbwxx/5l0RERGSyTP7InTIfHx9069ZN63qXL1/GkCFDkJqaCgcHB8yfPx+nT5/G4cOHMWHCBADArVu30LNnT6Snp6tt45tvvhGHY1paWpbpfhARGZSrKzB4cP4lERERmSyTP3IXGhqKgIAABAQEwMvLC7Gxsait5a/PU6dORWZmJiwsLHDw4EG0bdtW3Na1a1fUr18fn3zyCW7evIklS5YgNDRUpf7ly5fx9ddf46OPPkKLFi10cr+IiAwmIQH4/Xdg+HBAR6MhiIiIyPBMPrmbO3dumepHR0fj2LFjAIBx48apJHYFZsyYgbVr1+LGjRtYtmwZZs6cqXJ0bvTo0ahbty7mzJlTpliI9EWWm4u4uDit6zk5OcHDw0MPEVG58ugRMGMG0LkzkzsiIiITZvLJXVnt3LlTvD5mzBi1ZczMzDBq1CjMnDkTKSkpOHbsGIKCgsTtly9fBgDY2NiorV+QMO7YsQP9+vXTTeBEGspJT0VszH1MnTUH1tbWWtV1c7TDxrXhTPCIiIiITEClT+5OnjwJALC3t0fLli2LLNepUyfxekREhEpyN27cOLV1Tpw4gTt37qBPnz7w8PBArVq1dBM0kRZkOVlQSCzg3mYAqnj7alwv43kCkiL/hFQqZXJHREREZAIqfXJ348YNAEC9evVgYVF0dzRq1KhQnQLh4eFq6wQHB+POnTuYOXMm2rRpo4NoiUrPztUDTp41tKqTpKdYiIiIiEj3KtRsmdrKzs5GcnIyAKBGjeK/9Lq6usLe3h4A8ODBA73HRkRkMM7OQO/e+ZdERERksir1kbu0tDTxuoODQ4nl7e3tkZGRUeRyCKWVk5ODnJwc8X+pVAoAkMlkkMlkOt2XtuRyOQDAwgywgEKrupbmEtjYWMNSy7qVvV7BbS9vM3icZoCVlSXkcrnRn4f6VnD/Kvr9LFLNmsCff+ZfN1AfVPo+NwL2ueGxzw2PfW547HP906ZvJYIgCHqMxeCUl0IYPXo01q1bV2TZBw8eoGbNmgCAkSNHYsOGDcW2XbNmTTx48AB169bF3bt3dRbznDlz1M76uWnTJtjZ2elsP0RE6kjy8mCZkQGZvT2EYoanExERkeFlZmZi2LBhSE1NhZOTU7FlK/WnuPLslrm5uSWWLzi6Zmtrq9M4Zs6cienTp4v/S6VScUH2kh5Afbt79y5u376NP+8pYOvmrVXdJ7cvImrzMrQf+yU8feqxnob1LKBAN9dEHEzxRJ7SyGlDx5mW/BhxB37F2rBlWq8daWpkMhn+/fdfBAUFqSxzUmlcvAjL1q0hO3MG8Pc3yC4rfZ8bAfvc8Njnhsc+Nzz2uf4VjOrThM6Su7feegvjxo1Dv379TOaBdXR0FK9rMtQyIyMDgGZDOLVhbW2tdop6S0tLo/elubk5ACBPAZVEQxMyuYDs7BzItKzLevnyYKay3eBxKoDcXBnMzc2N/jw0lPLwmjOK/x2ts7SwAAx8/yttnxsR+9zw2OeGxz43PPa5/mjTrzqbUOXgwYN45513UK1aNUydOlVc+608s7Gxgbu7OwDg4cOHxZZNSUkRkzsfHx+9xBMWFgY/Pz8EBATopX0iIiIiIqq4dJbceXp6QhAEPH/+HD/++CNatGiBli1bYsWKFXjx4oWudqNzjRs3BpA//DAvL6/Icjdv3ixUR9dCQkJw/fp1REdH66V9IiIiIiKquHSW3D169Ah///03+vXrBwsLCwiCgIsXL+KDDz6At7c3hg8fjkOHDulqdzrz2muvAcgfcnn+/Pkiyx0/fly83r59e73HRUREREREpA2dJXfm5ubo3bs3/vrrLzx8+BCLFi1C06ZNIQgCsrOzsWXLFrz55puoXbs25s2bh/j4eF3tukz69esnXl+7dq3aMgqFQpxJ08XFBV26dNFLLByWSURG0bw5kJqaf0lEREQmSy+LmHt4eGD69On477//EB0djffeew8uLi4QBAFxcXGYO3cu6tSpg6CgIGzdulWjmSr1JTAwEB06dAAArF69GpGRkYXKLF68GDdu3AAATJkyRW8ni3JYJpU3stxcxMXF4d69e1r9JSUlGTt00oa5OeDklH9JREREJkvvSyG0bNkSLVu2xNKlS7Fjxw6sWbMGR44cgUKhwJEjR3DkyBG4uLhg2LBhGDt2LPy1nIY7IiJCZc255ORk8frdu3cLrXMXHBxcqI3ly5ejffv2yMrKQrdu3TBr1ix06dIFWVlZ2LJlC1atWgUAaNCgAWbMmKFVfESmKic9FbEx9zF11hy1s7kWx83RDhvXhsPDw0NP0ZFO3bkDTJ4M/PQTUL++saMhIiKiUjLYOnfW1tZ455138M477+DYsWMYNmwYEhISAOTPRLlixQqsWLECrVq1wsyZM1WGSxYnPDwc69evV7vt1KlTOHXqlMpt6pI7f39/bN26FSNGjIBUKsWsWbMKlWnQoAH27NmjsnwCUUUmy8mCQmIB9zYDUMXbV+N6Gc8TkBT5J6RSKZM7U5GWBhw8mH9JREREJstgyV1mZia2b9+OtWvX4sSJEwAAQRAAAH5+foiNjUVmZiaio6MxcOBA9OrVC1u3blVZaFyfevfujf/++w/Lly/Hnj178PDhQ1hZWaFevXoYPHgwJk+eDDs7O73GEBYWhrCwMMjlcr3uh0gbdq4ecPKsoVUdDsokIiIiMjy9nHOn7NSpUxg/fjyqVauGMWPG4Pjx4xAEAU5OTnjvvfdw7tw5XL16FU+fPsUvv/yCxo0bQxAE7N69G99++22J7a9btw6CIGj8VxxfX18sWbIEt27dQkZGBlJSUhAdHY1PPvlE74kdwHPuiIiIiIio9PSS3D169AgLFixAw4YN0bFjR6xduxZpaWkQBAHt27fHunXr8PjxY6xYsQItWrQAADg4OGDChAm4cuUK3n77bQiCgE2bNukjPCIiIiIiogpHZ8Myc3NzsXPnTqxduxaHDh2CQqEQj5R5eHhg1KhRGD9+PBo2bFhsO2ZmZpg2bRq2bt2KuLg4XYVHRERF8fHJn0zFx8fYkRAREVEZ6Cy5q1atGl68eAEg/1w6MzMzBAUFYfz48ejbt69WywdUqVIFAJCXl6er8IiIqCgeHkBIiLGjICIiojLSWXKXkpICAPDx8cGYMWMwduxY1KxZs1Rtubm5Yfbs2boKzWRwQhUiMornz4G9e4EePQA3N2NHQ0RERKWks+Suf//+GD9+PN566y1IJJIyteXq6lopk7uQkBCEhIRAKpXC2dnZ2OEQUWURGwuMHAmcP8/kjoiIyITpLLn7888/ddUUERERERERaUnvSyEQERERERGR/unsyF1aWhqWLl0KAHj33XdRtWrVYss/efIEv/76KwDg448/hq2tra5CISIjk+Xmlmq2WycnJ3h4eOghIiIiIqKKT2fJ3c6dOzFnzhzUr18foaGhJZavWrUqfv/9d9y9exeNGjXCkCFDdBUKERlRTnoqYmPuY+qsObC2ttaqrpujHTauDWeCZ2j29kCbNvmXREREZLJ0ltz99ddfkEgkGidpEokE77zzDr766its27aNyR04WyZVDLKcLCgkFnBvMwBVvH01rpfxPAFJkX9CKpUyuTO0hg2ByEhjR0FERERlpLPk7ubNmwCAdu3aaVynbdu2AIDr16/rKgyTxtkyqSKxc/WAk2cNreok6SkWIiIiospAZxOqPHz4EED+YuaaKjgv79GjR7oKg4iItHXhAiCR5F8SERGRydJZcmdmlt9UZmamxnUKyubl5ekqDCIiIiIiokpJZ8ldwRG7c+fOaVynoGxJM2sSERERERFR8XSW3HXo0AGCIGDFihWQyWQllpfJZFixYgUkEglee+01XYVBRERERERUKeksuRszZgwA4M6dOxg2bFixwzMzMzMxdOhQ3L59W6VuZRcWFgY/Pz8EBAQYOxQiIiIiIjIxOpsts127dnjnnXewZcsW/PXXXzhz5gwmTJiAjh07olq1apBIJHj8+DFOnDiB8PBwPHz4EBKJBIMGDUKnTp10FYZJ42yZRGQUfn7AnTtADe1mNyUiIqLyRWfJHQCsWbMGycnJOHToEB49eoQ5c+aoLScIAgAgKCgI69ev12UIRESkLRsboF49Y0dBREREZaSzYZkAYGNjgwMHDmDp0qXw9vaGIAhq/3x8fPDDDz9g//79sLGx0WUIRESkrZgYYMSI/EsiIiIyWTo9cgcAEokEU6ZMwYcffohLly7h4sWLSE5OBgC4u7ujRYsWaN68OSQSia53TUQmTpabi7i4uFLVdXJygoeHh44jqiRSUoDffwemTwdq1zZ2NERERFRKOk/uCkgkEvj7+8Pf319fuyCiCiQnPRWxMfcxddYcWFtba13fzdEOG9eGM8EjIiKiSktvyR0RkTZkOVlQSCzg3mYAqnj7alU343kCkiL/hFQqZXJHRERElRaTOyIqV+xcPeDkqf2sjUl6iIWIiIjIlOglubt8+TJOnjyJ+/fvIy0tDXK5vNjyEokEq1ev1kcoRERUkmrVgNmz8y+JiIjIZOk0ubt16xbGjh2LqKgojesIgsDk7n/CwsIQFhZWYjJMRKRT1aoBRSxdQ0RERKZDZ8ndo0eP0LFjRyQnJ4vr2Dk4OMDV1RVmZjpdcaHC4iLmRGQUUikQGQm0bQs4ORk7GiIiIiolnSV38+fPR1JSEiQSCcaPH4+PPvoIDRo00FXzRESkL3fvAm+9BZw/D7RoYexoiIiIqJR0ltzt378fEokEo0aNwqpVq3TVLBEREREREWlAZ+MlHz9+DAAYNWqUrpokIiIiIiIiDeksuXN1dQUAuLi46KpJIiIiIiIi0pDOhmW2atUKe/fuxe3bt+Hv76+rZomINCLLzUVcXJzW9ZycnPijlLU1ULdu/iURERGZLJ0ldx9++CH27NmDVatW4e2339ZVs0REJcpJT0VszH1MnTUH1lomKG6Odlj360o9RWYimjTJn1SFiIiITJrOkrugoCB88skn+P777zFp0iT88MMPsLS01FXzRERFkuVkQSGxgHubAaji7atxvYznCUiK/BNpaWl6jI6IiIjIMHSW3G3YsAF+fn5o164dVq1ahV27dmHQoEFo1KgR7OzsSqzPiViIqKzsXD3g5FlDqzpJeorFpPz3H/D668Dhw8Arrxg7GiIiIiolnSV3wcHBkEgk4v9PnjzBjz/+qFHdgiUUiIjICPLygOTk/EsiIiIyWTpL7gBAEARdNkdEREREREQa0llyFxMTo6umKq2wsDCEhYVBLpcbOxQiIiIiIjIxOkvufH01n8SA1AsJCUFISAikUimcnZ2NHQ4REREREZkQnS1iTkREJqpBA+D06fxLIiIiMlk6PeeOiIhMkIMD0LatsaMgIiKiMtLLkbu7d+8iNDQUQUFBaNasGerVq4e7Ly2Qe/XqVezduxfHjx/XRwhERKSphw+B6dPzL4mIiMhk6fTInUKhwKeffoply5ZBoVCIs2dKJBLk5uaqlH3w4AF69eoFCwsLxMTEoHr16roMhYiINJWYCCxdCowYAdTQbp1AIiIiKj90euRu4sSJWLJkCeRyOby9vTFo0KAiy3bv3h116tSBXC7H9u3bdRkGERERERFRpaOz5O7YsWNYvXo1AGDWrFmIjY3FH3/8UWydwYMHQxAEHD16VFdhEBERERERVUo6G5a5cuVKAECPHj3w9ddfa1QnMDAQAHDt2jVdhWEUL168QGhoKKKjoxETE4OUlBS4u7ujYcOGCAkJwYABAyCRSIwdJhGpIcvNxYMHDwDkr9dpbm6uUT0nJyd4eHjoMzQiIiIiregsuYuMjIREIsG4ceM0rlPjf+d2PH36VFdhGEVycjLWrFmDNm3aoF+/fnBzc0NiYiJ27dqFQYMGYcKECVi1apWxwySil+SkpyI25j4+m7sAX8z4AGNCpiI3V6ZRXTdHO2xcG14xEjx3d+D99/MviYiIyGTpLLlLTEwEANSuXVvznVvk714m0+zLVHlVu3ZtvHjxQrw/BdLS0tCmTRv8+uuvmDJlCpo0aWKkCIlIHVlOFhQSC1QJ6A0A8H1zAmSKkutlPE9AUuSfkEqlFSO5q1kTCAszdhRERERURjpL7mxtbZGbm4vMzEyN68THxwMAXF1ddRWGURQ1jMvR0RFvvvkmrl+/jrt37zK5IyqnbF3yj1g5unsjT8NTkZP0GZChZWYCN28CjRoBdnbGjoaIiIhKSWcTqhQcsbt48aLGdXbv3g0A8PPzK/V+ExMTsXv3boSGhqJ79+5wd3eHRCKBRCJBcHCwVm3Fx8fjo48+QuPGjWFvbw83NzcEBgZi0aJFWiWtBbKzs3HkyBFIJJIy3UciIr26eRNo2TL/koiIiEyWzo7cdevWDRcvXsSqVavw3nvvwcys+Lzx/Pnz+O233yCRSPDWW2+Ver9eXl6lrqtsz549GD58OFJTU8XbMjMzER0djejoaISHh2Pv3r2oU6dOkW28ePFCXOMvMTERe/fuxYMHDzB79mzUr19fJ3ESERERERGpo7Mjd5MnT4atrS2uXLmCCRMmFHse3Z9//om33noLubm5cHJywrvvvquTGHx8fNCtWzet612+fBlDhgxBamoqHBwcMH/+fJw+fRqHDx/GhAkTAAC3bt1Cz549kZ6eXmQ7L168wNy5c/HVV1/hl19+wdOnT7Fw4ULMnj271PeJiIiIiIhIEzo7cle9enX88MMPmDBhAtatW4eDBw+id+/e4vbVq1cjMzMThw4dwv379yEIAiQSCVatWgVnZ+dS7zc0NBQBAQEICAiAl5cXYmNjtZrUBQCmTp2KzMxMWFhY4ODBg2jbtq24rWvXrqhfvz4++eQT3Lx5E0uWLEFoaKjadmrVqgVBECCXy/HgwQNs2bIFn3/+OU6fPo0//vij0IQrREREREREuqKzI3cAMG7cOISHh8PW1haPHj3CL7/8Iq7vtmzZMqxatQr37t2DIAiwtrbGmjVrMHjw4DLtc+7cuejVq1eph2dGR0fj2LFjYvzKiV2BGTNmoHHjxgDy70dJs3uam5ujVq1a+Oyzz/D1119jx44d+PXXX0sVHxGR3pmZAY6O+ZdERERksnT+ST527FjcvHkT06dPR926dSEIgspf9erVMWnSJNy4cQOjR4/W9e61tnPnTvH6mDFj1JYxMzPDqFGjAAApKSliMqiJgmGi2tQhIjKoV18FpNL8SyIiIjJZehknWKNGDSxatAiLFi2CVCpFYmIi5HI5qlSpAvdytkjuyZMnAQD29vZo2bJlkeU6deokXo+IiEBQUJBG7T9+/BgAOCSTqIKR5eYiLi5O63pOTk4VY208IiIiKnf0nnE4OTnByclJ37sptRs3bgAA6tWrV2wC1qhRo0J1Cly6dAm1a9cudO7g8+fPMWvWLABA9+7ddRUyERlZTnoqYmPuY+qsObC2ttaqrpujHTauDS9fCd7168DgwcC2bQCXbSEiIjJZlfpwUnZ2NpKTkwHkH20sjqurK+zt7ZGRkYEHDx6obFu3bh3Cw8PRpUsX+Pr6wt7eHnFxcdizZw/S09MxcOBADBs2rMi2c3JykJOTI/4vlUoBADKZrMTz+/RNLpcDACzMAAsotKpraS6BjY01LLWsW9nrFdz28rbyFmd5qaerfQJa1M3LhpWtPbzbD4RbtZoa7y8jJRHJZ/9GSkoKXFxcNK6nd+npsLx+HbL0dMBA7zkF723Gfo+rTNjnhsc+Nzz2ueGxz/VPm76VCIIg6DEWg1OeLXP06NFYt25dkWWTkpLg6ekJAHj77bexZcuWYtv28vJCYmIimjZtiitXroi3R0REYPXq1YiKisLjx4+RmZkJNzc3tGjRAqNGjcI777wjTiyjzpw5czB37txCt2/atAl2dnbFxkREVFbO9+6h84wZOLZ4MVLr1jV2OERERKQkMzMTw4YNQ2pqaokjInV25K5r166lriuRSHD48GFdhaKx7Oxs8bqVlVWJ5QuGX2VlZanc/tprr+G1114rdRwzZ87E9OnTxf+lUqm4Zp+xh7TevXsXt2/fxp/3FLB189aq7pPbFxG1eRnaj/0Snj71WE/DehZQoJtrIg6meCJPac6j8hZneamni312Hv8lhjd1KNTnut5fWvJjxB34FWvDlmm9ZIteXbwIAGj/2muAv79BdimTyfDvv/8iKCgIlpaWBtlnZcc+Nzz2ueGxzw2Pfa5/BaP6NKGz5O7YsWOQSCQo7kDgy0evCsoWd1RLn2xsbMTrubm5JZYvGDppa2ur0zisra3VnrdjaWlp9BeJubk5ACBPAY2+9CqTyQVkZ+dApmVd1suXBzOV7eU1TmPX09U+gcJ9rvP9KYDcXBnMzc2N/tpW8b/zjS0tLAADx1Ue3ucqG/a54bHPDY99bnjsc/3Rpl91ltx17NixxCQtIyMDd+7cQWpqKiQSCRo0aIBq1arpKgStOTo6itfT09NLLJ+RkQEAcHBw0FtMREQGV6cO8Pff+ZdERERksnR65E4TgiBgz549mDJlCp4/f47w8PAyDWksCxsbG7i7uyM5ORkPHz4stmxKSoqY3Pn4+OglnrCwMISFhYmTmBARGYSLC9Cnj7GjICIiojLS+SLmJZFIJOjVqxciIiJgbm6O/v3749GjR4YOQ9S4cWMA+eeW5eXlFVnu5s2bheroWkhICK5fv47o6Gi9tE9EpNbTp8CCBfmXREREZLIMntwVqFatGqZPn45nz57h+++/N1YY4lHDjIwMnD9/vshyx48fF6+3b99e73ERERnM48fArFn5l0RERGSyjJbcAf+fWO3Zs8doMfTr10+8vnbtWrVlFAoFNmzYAABwcXFBly5d9BJLWFgY/Pz8EBAQoJf2iYiIiIio4jJqclew/MBjI/5aHBgYiA4dOgAAVq9ejcjIyEJlFi9ejBs3bgAApkyZoreZgDgsk4iIiIiISktnE6qURkREBACUaaHuiIgI3L17V/w/OTlZvH737t1Ci5gHBwcXamP58uVo3749srKy0K1bN8yaNQtdunRBVlYWtmzZglWrVgEAGjRogBkzZpQ6ViIiWW4u4uLitK7n5OQEDw8PPUREREREFYXRkrvIyEjMmzcPEokEgYGBpW4nPDwc69evV7vt1KlTOHXqlMpt6pI7f39/bN26FSNGjIBUKsWsWbMKlWnQoAH27NmjsnwCEZE2ctJTERtzH1NnzVG7tmVx3BztsHFtuH4SPBcXYNCg/EsiIiIyWTpL7ubNm1diGYVCgZSUFJw7dw5nzpyBQqGARCLBtGnTdBVGqfXu3Rv//fcfli9fjj179uDhw4ewsrJCvXr1MHjwYEyePLlMRxg1waUQiCo2WU4WFBILuLcZgCrevhrXy3iegKTIPyGVSvWT3NWpA2zbpvt2iYiIyKB0ltzNmTOnxEXMlQmCAAsLC3z//fcICgoq9X7XrVtXaOhlafn6+mLJkiVYsmSJTtrTVkhICEJCQiCVSuHs7GyUGIhI/+xcPeDkWUOrOkl6igUAkJsLJCYCnp7A/86FJiIiItOj02GZgiAUu10ikcDR0RG1a9dGp06d8O6778LPz0+XIRARkbauXgVatgTOnwdatDB2NERERFRKOkvuFAqFrpoiIiIiIiIiLRl1KQQiIiIiIiLSDSZ35QgXMSciIiIiotJicleOcBFzIiIiIiIqLZ2dcxcfH6+rplTUrFlTL+0SEdH/vPoqkJ0NWFoaOxIiIiIqA50ld7Vr19ZVUyKJRIK8vDydt0tERErMzAAtF1UnIiKi8kdnwzIFQdDLHxER6dnt20DnzvmXREREZLJ0duRu7dq1AIAVK1YgOjoalpaW6NatGwIDA+Hl5QVBEJCYmIjo6GgcPHgQMpkMAQEBmDRpkq5CMHlhYWEICwuDXC43dihEVM7IcnMRFxendT0nJyd4eHgUXyg9HTh+PP+SiIiITJbOkrvRo0dj/PjxOHfuHLp164bVq1ejevXqass+evQIEyZMwIEDB9CsWTP8+uuvugrDpIWEhCAkJARSqRTOzs7GDoeIyomc9FTExtzH1FlzYK3l8Ek3RztsXBtecoJHREREJk9nyd327duxZs0aBAQEYM+ePTA3Ny+ybPXq1bFr1y60bdsWa9asQVBQEIYMGaKrUIiIKhRZThYUEgu4txmAKt6+GtfLeJ6ApMg/IZVKmdwRERFVAjpL7n755RdIJBJMnz692MSugLm5OWbMmIGhQ4di1apVTO6IiEpg5+oBJ88aWtVJ0lMsREREVP7obEKV//77DwDQoEEDjesUlL1y5YquwiAiIm3VrAn8+mv+JREREZksnR25S0tLAwAkJiZqXKegbEFdIiIyAnd3YPx4Y0dBREREZaSzI3e+vvnngWzYsEHjOgVluVA5EZERJScD4eH5l0RERGSydJbc9e3bF4IgYMuWLfj+++9LLL9o0SJs3rwZEokE/fv311UYJi0sLAx+fn4ICAgwdihEVJnExwMTJuRfEhERkcnS2bDMzz77DBs2bEBCQgJmzpyJzZs3Y/To0QgICICnpyckEgkSEhIQHR2N3377DZcuXQIAVK1aFZ9++qmuwjBpXAqBiIiIiIhKS2fJnYuLCw4dOoQ333wTjx49wn///YcZM2YUWV4QBNSoUQP79++Hi4uLrsIgIiIiIiKqlHQ2LBMA/Pz8cO3aNUybNg0uLi4QBEHtn4uLC6ZPn46rV6/Cz89PlyEQERERERFVSjo7clfAyckJixcvxoIFC3D+/HlcuXIFKSkpEAQBbm5uaNasGVq2bAkrKytd75qIiErDwQHo1Cn/koiIiEyWzpO7AlZWVmjbti3atm2rr10QEZEuNGgAHDtm7CiIiIiojHQ6LJOIiEyQQgHk5ORfEhERkcnS25G7+/fvIzIyEk+fPkVmZiYmTZoEd3d3fe2OiIjUkOXmIi4urtgyVlevwqdfPzzYuRO5TZsCyB9i7+HhYYgQiYiISEd0ntxdvHgRU6dORUREhMrtAwcOVEnuwsLCMHfuXDg7O+P69euwtLTUdShERJVaTnoqYmPuY+qsObC2ti6yXMM0KTYCmDn3G9xydAIAuDnaYePacCZ4REREJkSnyd2ePXswaNAg5ObmQhAE8XaJRFKo7OjRo/HZZ5/h2bNn2L17NxcyR37CGxYWBrlcbuxQiKgCkOVkQSGxgHubAaji7VtkOe9H94CLZ+HdYTByqtdFxvMEJEX+CalUyuSOiIjIhOjsnLunT59i6NChyMnJgZ+fH/bt24e0tLQiyzs4OKBfv34AgH379ukqDJMWEhKC69evIzo62tihEFEFYufqASfPGkX+2bt6AQDsXb3y/3fzMnLEREREVBo6S+6WLl2K9PR0+Pr64uTJk3jzzTdhb29fbJ3OnTtDEAScP39eV2EQERERERFVSjoblnngwAFIJBLMmDEDLi4uGtVp2LAhACA2NlZXYRARkZYe1aiLjxbvgtTJzdihEBERURnoLLmLiYkBAAQGBmpcx9HREQCQnp6uqzCIiEhLcgtLpHAoJhERkcnTWXInk8kAQKtZL1+8eAEAJQ7fJCIi/XFPfITB237EtsEfINmzOgDNllBQh0soEBERGY/OkruqVasiLi4OMTEx8Pf316hOZGQkAKBGjRq6CoOIiLRkl5mGVueOYE/PYACaL6GgDpdQICIiMh6dJXft27dHXFwcduzYgQEDBpRYPjMzEytXroREIkHHjh11FQYREZWRpksovIxLKBARERmXzpK70aNH4/fff8fmzZsxcuRIdOvWrciy6enpeOeddxAfHw+JRIJx48bpKgwiItKRgiUUtJGkp1iIiIioZDpbCuGNN95Av379oFAo0KdPH3z88cc4e/asuP358+c4c+YMvvrqKzRs2BD79u2DRCLBqFGjNB7GSUREREREROrp7MgdAGzcuBG9evXCsWPHsGTJEixZsgQSiQQA0KlTJ7GcIAgAgNdffx0rV67UZQhERKSlF67u+HPg+3jh6m7sUIiIiKgMdHbkDgDs7Oxw6NAhLFy4EFWrVoUgCGr/3Nzc8M033+DAgQNan6xPRES6JXV2x95ewZA6M7kjIiIyZTo9cgcAZmZmmDFjBqZMmYKzZ8/i3LlzSExMhFwuR5UqVeDv74/XXnuNSZ0aYWFhCAsLg1wuN3YoRFSJ2GamocGti7jd0B9Zdo7GDoeIiIhKSWfJ3YYNGwAADRs2ROvWrWFhYYF27dqhXbt2utpFhRcSEoKQkBBIpVI4OzsbOxwiqiQ8Eh/hwx8+wtzZGxBfq5GxwyEiIqJS0tmwzODgYIwZM6ZUi94SERERERFR2egsuSs40lS/fn1dNUlEREREREQa0llyV7t2bQBASkqKrpokIiIiIiIiDensnLv+/fvj0qVL2LVrF7p27aqrZomISM9kllZ45F0bMkursreVm6vR8PyCiaNiYmJgbm4OJycneHh4lHn/RERElZnOkrspU6ZgzZo1+Pnnn9G7d28meEREJuJJ9ToInb+1zO3kpKciNuY+ps6aU+KMyFZWlvhk8kSMCZmK3FwZ3BztsHFtOBM8IiKiMtBZcufk5IR///0XgwYNwptvvokxY8Zg2LBheOWVV+Dq6iouZk5ERBWTLCcLCokF3NsMQBVv32LLWv7vpADfNyfgRXICkiL/hFQqZXJHRERUBjpL7szNzcXrgiBg9erVWL16tUZ1JRIJ8vLydBWKwT169Ajbtm3D3r17cfPmTTx9+hRubm5o3749PvnkE7Ru3drYIRIRFckn/jY+XTAR3838BQ9qNihze3auHnDyrFFsGQsoADyFo7s3ZAogqcx7JSIiIp0ld4IgFPt/Rfbjjz/iu+++Q926dREUFARPT0/cuXMHO3fuxM6dO7F582YMGTLE2GESEaklUShgm50BiUJh7FCIiIioDHSW3M2ePVtXTZmcwMBAnDhxAh06dFC5/eTJk3j99dcxadIk9O3bt8RzUIiIiIiIiEqrVMndhg0bAAD9+vWDk5MTgMqd3A0YMEDt7R06dECXLl1w8OBBXLlyBa1atTJwZEREREREVFmUap274OBgjBkzBg8fPlS7PSkpCfPmzcNXX31VpuA0kZiYiN27dyM0NBTdu3eHu7s7JBIJJBIJgoODtWorPj4eH330ERo3bgx7e3u4ubkhMDAQixYtQmZmZqnis7S0BABYWOjsICkREREREVEhesk4EhMTMWfOHEgkEnz55Zf62IXIy8tLJ+3s2bMHw4cPR2pqqnhbZmYmoqOjER0djfDwcOzduxd16tTRuM34+HgcOnQIVatWRbNmzXQSJxGRrj2tVgtzZ2/A02q1jB0KERERlUGpjtyVVz4+PujWrZvW9S5fvowhQ4YgNTUVDg4OmD9/Pk6fPo3Dhw9jwoQJAIBbt26hZ8+eSE9P16hNmUyGkSNHIicnB99//73KbKJEROVJrrUN4ms1Qq61jbFDISIiojIw+bGCoaGhCAgIQEBAALy8vBAbG4vatWtr1cbUqVORmZkJCwsLHDx4EG3bthW3de3aFfXr18cnn3yCmzdvYsmSJQgNDS22PYVCgbFjx+LEiROYMGECRo4cWar7RkRkCG7PnqL73g3Y12MUnlepauxwiIiIqJRMPrmbO3dumepHR0fj2LFjAIBx48apJHYFZsyYgbVr1+LGjRtYtmwZZs6cKZ5L9zJBEDBhwgRs3LgRI0aMwMqVK8sUHxGRvjmkvUDXI9txskMfoyV3stxcxMXFaV3PycmJC58TERH9j8knd2W1c+dO8fqYMWPUljEzM8OoUaMwc+ZMpKSk4NixYwgKCipUTqFQYPz48Vi7di3+r707j4uyXvsH/hkYtmFHliOCuCKYnvQInkyNrLRcyqVMzQXT1KewzCyftJPoaXXJ9OlMnac4gebPrWw5aXXcTQQTPW7liuKeAokMMKzD9/cHz9wHmoUZmH0+79fLlzdzf6/vfd0X21zc24QJE5CVlQUPD5c685WIyOKqy0txqeAiXly42OxHxoQFKrAuM4MNHhEREdjcYf/+/QAAf39/9OnTx+C4lJQUaTk7O1unuWvc2I0bNw6fffYZr7MjIjJBbXUl6mVyhN8zBm2i40yOq7h9C0W5W6BSqdjcERERgc0dTp8+DQDo0qWL0ccVJCQk6MRo1dfXY/r06cjKysLYsWOxbt06NnZERGZShEYgKDLGrJgiK+VCRETkjFrV3H344YeIjIzUeb2wsFBa/utf/2rSXM3dpMQaqqqqUFxcDACIiTH+hiI0NBT+/v6oqKjA1atXm6z761//iqysLAQEBCA+Ph5vvvmmTvyoUaPQq1cvvXNXV1ejurpa+lilUgFouONmbW2tObtkcRqNBgAg9wDkqDcr1stTBl9fH3iZGevucdrXfr/O0fJ0lDhLbRMwPdZZamNqnDooBDuHjIc6KARy1Nskz8Zf5y3engfg7e0FjUZj95+VzkBbI9bKdlhz22PNbY81tz5zaisTQghzN+Dh4QGZTGZumFHaJqK1Gt8tMzU1FVlZWQbHFhUVSc3puHHjsHHjRqNzR0VFobCwED169MDJkyel16dOnYo1a9YYjc3MzDT4UPXFixfrvTHM+vXroVAojM5LRERERESuS61W46mnnkJpaSmCgoKMjm3xkbsW9IQGWbpRNFVVVZW07O3t3ex47YX+lZWVTV7Pysoy2kQ2Z8GCBXjppZekj1UqlfTMvuY+gdaWn5+Pc+fOYcuFeviFRZsV++u5ozi4YRX6T3sdkbFdGGdinBz1GBJaiO0lkahr9ChKR8vTUeIssc37n3kdE3sE6NTcWttztDifKjXaXbuA6zGdUe2rsEmejb/Or5473qLtlRXfwOV/fYJM5SqzH4Hjjmpra7Fjxw4MHjzY4B2fybJYc9tjzW2PNbc+7Vl9pmhRc7dnz56WhDkcX9//PLC3pqam2fHaUyf9/PwsmoePj4/eO8R5eXnZ/ZtEe+1gXT1MetPbWK1GoKqqGrVmxjKuQR08mqx31DztHWepbQK6Nbfm9hwpLvrmNfz3WzOwJH0trnRIsGmedfBo+fbqgYryCly7ds3s65zd+REKjvC7xd2w5rbHmtsea2495tS1Rc1d4ztHOrPAwEBpuby8vNnxFRUVAICAgACr5KNUKqFUKi12iioRkSvjIxSIiIiacuu7Zfr6+iI8PBzFxcW4du2a0bElJSVScxcbG2uVfNLS0pCWlgaVSoXg4GCrbIOIyFXwEQpERERNuXVzBwCJiYnYv38/8vPzUVdXZ/BxCGfOnGkSQ0REjoGPUCAiImpg3oUtLmjAgAEAGk65PHLkiMFx+/btk5b79+9v9byIiGyl3tMTZQEhqOfzOYmIiJya2zd3o0aNkpYzMzP1jqmvr8fatWsBACEhIRg0aJBVclEqlejevTuSk5OtMj8RkT7XYrvixQ+241psV3unQkRERK3g9s1d3759MXDgQADAP/7xD+Tm5uqMee+993D69GkAwJw5c6x2J6C0tDScOnUKeXl5VpmfiIiIiIhcl9Nfc5ednY38/Hzp4+LiYmk5Pz9f5/lz+h4kvnr1avTv3x+VlZUYMmQIFi5ciEGDBqGyshIbN27Exx9/DACIj4/HvHnzrLIfRET2En39Amb/zyv42wvLcaNdZ3unQ0RERC3k9M1dRkYG1qxZo3fdgQMHcODAgSav6WvuevfujU2bNmHSpElQqVRYuHChzpj4+Hhs27atyeMTiIhcgby2FlGF1yCvrbV3KkRERNQKbn9aptajjz6KEydOYO7cuYiPj4dCoUBISAiSkpKwdOlSHD16FF26dLFqDrzmjoiIiIiIWsrpj9xlZWXpnHrZUnFxcVi5ciVWrlxpkfnMxefcERERERFRS/HIHRERERERkQtgc0dE5OYKo2Kw8qXVKIwy70HgRERE5Fic/rRMIiJqnSq/APzSs5+90yAiIqJW4pE7B8IbqhCRPQTfKcZjX3+M4DvFzQ8mIiIih8XmzoHwIeZEZA/Bd4ox8psMNndEREROjs0dERERERGRC2BzR0RERERE5ALY3BEREREREbkA3i3TgSiVSiiVSmg0GnunQkRuRO0fiNx7HoHaP9DeqdhMbU0NLl++3KLYoKAgREREWDgjIiKi1mNz50DS0tKQlpYGlUqF4OBge6dDRG6iOKIdMmb91d5p2Ex1eSkuFVzEiwsXw8fHx+z4sEAF1mVmsMEjIiKHw+aOiMjNyWurEXa7ELfDIlHnZX6z42xqqytRL5Mj/J4xaBMdZ1Zsxe1bKMrdApVKxeaOiIgcDps7IiI3F329AOlLpmBJ+lpc6ZBg73RsRhEagaDIGLPjiqyQCxERkSXwhipEREREREQugM0dERERERGRC2BzR0RERERE5ALY3DkQpVKJ7t27Izk52d6pEBERERGRk2Fz50DS0tJw6tQp5OXl2TsVInIjVzokYHrmIbe6mQoREZErYnNHRERERETkAtjcERG5uahfL2Phm9MQ9etle6dCRERErcDmjojIzflUV6LzhZ/hU11p71SIiIioFdjcERERERERuQA2d0RERERERC5Abu8EiIiInEltTQ0uXzb/+sSgoCBERERYISMiIqIGbO6IiNzcb+Ft8cmMJfgtvK29U3F41eWluFRwES8uXAwfHx+zYsMCFViXmcEGj4iIrIbNnQNRKpVQKpXQaDT2ToWI3EhFQDAO3jvU3mk4hdrqStTL5Ai/ZwzaRMeZHFdx+xaKcrdApVKxuSMiIqthc+dA0tLSkJaWBpVKheDgYHunQ0RuIkBVguS8nchLfgjlQaH2TscpKEIjEBQZY1ZMkZVyISIi0uINVYiI3FzY7VuYtG45wm7fsncqRERE1Aps7oiIiIiIiFwAmzsiIiIiIiIXwOaOiIiIiIjIBbC5IyJyc1W+Cvx8159R5auwdypERETUCrxbJhGRmyv8Q3u8//IH9k6DiIiIWolH7oiI3JysXgPfynLI6vmMTSIiImfG5o6IyM3FXjkP5XMPIPbKeXunQkRERK3A5o6IiIiIiMgFsLkjIiIiIiJyAWzuHIhSqUT37t2RnJxs71SIiIiIiMjJ8G6ZDiQtLQ1paWlQqVQIDg62dzpEROQAioqKoFKpzI4LCgpCRESEFTIiIiJHxeaOiMjNXY/pgjmr/4VKRaC9U6HfKSoqwqSnn8HtMrXZsWGBCqzLzGCDR0TkRtjcERG5OY1cjvKgUHunQXqoVCrcLlMjot/j8A+LMjmu4vYtFOVugUqlYnNHRORG2NwREbm5iMJrGL/hfWycMBdFkTH2Tsdl1dbU4PLly2bFXL58GXW1dfAPi0KQmZ+bIrNGExGRK2BzR0Tk5vzU5eh1bD++GTnD3qm4rOryUlwquIgXFy6Gj4+PyXFVlWpcu/4r2tfWWjE7IiJyFWzuiIiIrKy2uhL1MjnC7xmDNtFxJscVXvgZl69+Ck0dmzsiImoemzsiIiIbUYRGmHV6ZflvN62YDRERuRo2dxaybt067N+/H0eOHMHJkydRU1ODzMxMTJ061d6pERGRG/r9NX4ajQYAUFBQAE9PT4NxfIQCEZHzYnNnIX/5y19w+fJlhIeHo23btmZfNE9EZC93QiOwafwc3AnlG3pXoe8aP29vL8yfPQtPp72ImhrDp3nyEQpERM6LzZ2FZGRkoGvXroiLi8O7776LBQsW2DslIiKTqILbYPvDE+2dBlmQvmv8vDwa1sU9PAO19frj+AgFIiLnxubOQh566CF7p0BE1CKKChW6nzqEU937Qu0fZO90yIIaX+MnRz2AmwgMj0YdPAzG8BEKRETOy/BPdydRWFiIrVu3YtGiRRg6dCjCw8Mhk8kgk8nMvt7typUrePnll5GYmAh/f3+EhYWhb9++WLFiBdRqtXV2gIjIzsKLbuDZDxcivOiGvVMhIiKiVnD6I3dRUVEWmWfbtm2YOHEiSktLpdfUajXy8vKQl5eHjIwMfPfdd+jUqZNFtkdERERERGRJTn/krrHY2FgMGTLE7Ljjx4/jySefRGlpKQICAvDWW28hJycHu3btwowZDQ/1PXv2LIYPH47y8nJLp01ERERERNRqTn/kbtGiRUhOTkZycjKioqJw6dIldOzY0aw5XnzxRajVasjlcmzfvh39+vWT1j3wwAPo2rUr5s+fjzNnzmDlypVYtGiRpXeDiIiIiIioVZz+yN2SJUswYsSIFp+emZeXh7179wIApk+f3qSx05o3bx4SExMBAKtWrUJtreFbSBMROZtabx9cbt8Ntd4+9k6FiIiIWsHpm7vW+vrrr6Xlp59+Wu8YDw8PTJkyBQBQUlIiNYNERK7g1+iO+OuSz/BrtHlnPRAREZFjcfvmbv/+/QAAf39/9OnTx+C4lJQUaTk7O9vqeREREREREZnD7Zu706dPAwC6dOkCudzwJYgJCQk6MURErqD95bP4+4z+aH/5rL1TISIiolZw+huqtEZVVRWKi4sBADExMUbHhoaGwt/fHxUVFbh69arO+oyMDOmI3smTJ6XXtKdwjho1CqNGjdI7d3V1Naqrq6WPVSoVAKC2ttbu1/dpNBoAgNxD+wBc03l5yuDr6wMvM2PdPU772u/XOVqejhJnqW0Cpsc6S21MjfMUGnjV1cJTaCBHvU3ybPx17qh1cYRtWjLO0M+WJnEeDX/1vXTpkvTz31SBgYEIDw83K8bVaX+H2/t3uTthzW2PNbc+c2orE0IIK+Zic43vlpmamoqsrCyDY4uKihAZGQkAGDduHDZu3Gh07qioKBQWFqJHjx5SA6c1depUrFmzxmBseno6Fi9erHfd4sWLsWTJEp3X169fD4VCYTQnIqLWCr5wAffPm4e9772H0s6d7Z0OERERNaJWq/HUU0+htLQUQUFBRse6/ZE7LW9v72bH+/g03EmusrJSZ11WVpbRRtKYBQsW4KWXXpI+VqlU0jP7mvsEWlt+fj7OnTuHLRfq4RcWbVbsr+eO4uCGVeg/7XVExnZhnIlxctRjSGghtpdEoq7RmdOOlqejxFlim/c/8zom9gjQqbm1tudocbGqO7gfQLaqDa6W/MEmeTb+Or967rhD1sURtmnJOEM/W/TF/WnMswhr297k7VWUFKL40DfIVK4y+3FErqy2thY7duzA4MGD4eXlZe903AJrbnusufVpz+ozhVs3d76+vtJyTU1Ns+O1p076+flZNA8fHx+pcWzMy8vL7t8knp6eAIC6epj0prexWo1AVVU1as2MZVyDOng0We+oedo7zlLbBHRrbs3tOVKc5v/Waf5v/22Zp62315o4e2zTGnHGvs61cfKgcPiFG79coUlcPVBRXoFr165JvzdMFRQUhIiICLNinI0j/D53N6y57bHm1mNOXd26uQsMDJSWy8vLmx1fUVEBAAgICLBKPkqlEkql0uzrHIiIWuPX6A54/c0NKIpoZ+9UyElVl5fiUsFFvLhwsd4/VhoTFqjAuswMl2/wiIhswa2bO19fX4SHh6O4uBjXrl0zOrakpERq7mJjY62ST1paGtLS0qBSqRAcHGyVbRAR/V6tty9utOO1dtRytdWVqJfJEX7PGLSJjjM5ruL2LRTlboFKpWJzR0RkAW7d3AFAYmIi9u/fj/z8fNTV1Rl8HMKZM2eaxBARuYo2xb9ixD//ga2PTcdv4W3tnQ45MUVoBIIiTT+dEwCKrJQLEZE7cvvn3A0YMABAwymXR44cMThu37590nL//v2tnhcRka34l5fivv3/hH95qb1TISIiolZw++au8bPnMjMz9Y6pr6/H2rVrAQAhISEYNGiQVXJRKpXo3r07kpOTrTI/ERERERG5Lrdv7vr27YuBAwcCAP7xj38gNzdXZ8x7772H06dPAwDmzJljtTsBpaWl4dSpU8jLy7PK/ERERERE5Lqc/pq77Oxs5OfnSx8XFxdLy/n5+TrPnps6darOHKtXr0b//v1RWVmJIUOGYOHChRg0aBAqKyuxceNGfPzxxwCA+Ph4zJs3zyr7QURERERE1BpO39xlZGRgzZo1etcdOHAABw4caPKavuaud+/e2LRpEyZNmgSVSoWFCxfqjImPj8e2bduaPD6BiMgVqILDsG1YKlTBYfZOhYiIiFrB7U/L1Hr00Udx4sQJzJ07F/Hx8VAoFAgJCUFSUhKWLl2Ko0ePokuXLlbNgdfcEZE93AmNxJdj03AnNNLeqRAREVErOH1zl5WVBSGEyf+MiYuLw8qVK3H27FlUVFSgpKQEeXl5mD9/PhQKhdX3hdfcEZE9+FZWoNuZI/CtrLB3KkRERNQKTt/cERFR60Teuor5S59F5K2r9k6FiIiIWoHNHRERERERkQtgc+dAeM0dERERERG1FJs7B8Jr7oiIiIiIqKXY3BERuTmNpxy3QyOh8XT6p+MQERG5Nf4mJyJyc9dju+CVlVvtnQYRERG1Eo/cERERERERuQA2d0REbq7d1Xwsf2kE2l3Nt3cqRERE1Aps7hwI75ZJRPbgqalDWEkhPDV19k6FiIiIWoHNnQPh3TKJiIiIiKil2NwRERERERG5ADZ3RERERERELoDNHRGRmyuMisWy//4IhVGx9k6FiIiIWoHPuSMicnNVfv44m9DH3mkQERFRK7G5IyJycyElhXhg5+fY/dBY3AmNtHc6RA6pqKgIKpXKrBiNRmOlbIiI9GNz50CUSiWUSiV/GRCRTQWV3sbw79bgcPKDbO6I9CgqKsKkp5/B7TK1WXHe3l6YP3sWiouL0bZtWytlR0T0H2zuHEhaWhrS0tKgUqkQHBxs73SIiIgIgEqlwu0yNSL6PQ7/sCiT42pKCwEAZWVlbO6IyCbY3BERERGZwD8sCkGRMSaPr+Rt64jIxvhjh4iIiIiIyAWwuSMicnMVAcH4ceBjqAjg6eBERETOjKdlEhG5ud/C22LNtL/YOw0iIiJqJR65IyJyc141VYi+fgFeNVX2ToWIiIhagc0dEZGba3vjEt74ywS0vXHJ3qkQERFRK7C5cyBKpRLdu3dHcnKyvVMhIiIiIiInw+bOgaSlpeHUqVPIy8uzdypERERERORk2NwRERERERG5ADZ3RETuTiZDrdwLkMnsnQkRERG1Ah+FQETk5q7EdcN/fXLA3mkQERFRK/HIHRERERERkQtgc0dE5Oba3ijAovTJaHujwN6pEBERUSuwuSMicnNeNdWIu3IWXjXV9k6FiIiIWoHNHRERERERkQtgc0dEREREROQC2NwRERERERG5ADZ3RERurjgiGh899zaKI6LtnQoRERG1Ap9zR0Tk5tT+QTic/JC90yCyiaKiIqhUKrNiLl++jLraOitlRETW1pLvewAICgpCRESEFTKyHjZ3DkSpVEKpVEKj0dg7FSJyI0Glv+Gegz/g4D2PQBXcxt7pEFlNUVERJj39DG6Xqc2Kq6pU49r1X9G+ttZKmRGRtbT0+x4AwgIVWJeZ4VQNHps7B5KWloa0tDSoVCoEBwfbOx0ichMhJUUYt3E1znTrw+aOXJpKpcLtMjUi+j0O/7Aok+MKL/yMy1c/haaOzR2Rs2np933F7Vsoyt0ClUrF5o6IiIjIUfmHRSEoMsbk8eW/3bRiNkRkC+Z+3wNAkZVysSbeUIWIiIiIiMgFsLkjIiIiIiJyAWzuiIjcXKUiAMd6DUSlIsDeqRAREVEr8Jo7IiI3VxQZgw/mvGfvNIiIiKiVeOTOgvLy8jBs2DCEhobC398fffv2xfr16+2dFhGRUZ51dQhQlcCzjs/xIiIicmZs7ixk7969GDBgAPbv348nnngCzz77LIqLizFx4kS8/fbb9k6PiMigdtfysXrOw2h3Ld/eqRAREVErsLmzgLq6OjzzzDOQyWT48ccf8cknn2DFihU4fvw47rrrLqSnp+P8+fP2TpOIiIiIiFwYmzsL2L17Ny5cuICnnnoKvXv3ll4PDAzE66+/jrq6OmRmZtoxQyIiIiIicnVO39wVFhZi69atWLRoEYYOHYrw8HDIZDLIZDJMnTrVrLmuXLmCl19+GYmJifD390dYWBj69u2LFStWQK1WG4zbu3cvAGDIkCE667Sv7du3z6xciIiIiIiIzOH0d8uMioqyyDzbtm3DxIkTUVpaKr2mVquRl5eHvLw8ZGRk4LvvvkOnTp10YrWnXHbt2lVnXWhoKMLDw3laJhERERERWZXTH7lrLDY2Vu/Rs+YcP34cTz75JEpLSxEQEIC33noLOTk52LVrF2bMmAEAOHv2LIYPH47y8nKdeG1DGBwcrHf+oKCgJk0jEZEjudq+K9I+3I2r7XX/QEVERETOw+mP3C1atAjJyclITk5GVFQULl26hI4dO5o1x4svvgi1Wg25XI7t27ejX79+0roHHngAXbt2xfz583HmzBmsXLkSixYtsvRuEBHZjfDwRJUfH2BORETk7Jz+yN2SJUswYsSIFp+emZeXJ10zN3369CaNnda8efOQmJgIAFi1ahVqa2ubrNcesTN0dE6lUhk8qkdEZG+RN69g7ornEXnzir1TISIiolZw+uautb7++mtp+emnn9Y7xsPDA1OmTAEAlJSUSM2glvZaO33X1ZWUlKC4uFjv9XhERI7At0qNHr/8BN8qwzeOIiIiIsfn9s3d/v37AQD+/v7o06ePwXEpKSnScnZ2tt5127dv14nTvtY4noiIiIiIyNLcvrk7ffo0AKBLly6Qyw1fgpiQkKATo/Xggw+iU6dOWL9+PY4dOya9XlZWhjfeeANyudzsxzIQERERERGZw+lvqNIaVVVVKC4uBgDExMQYHRsaGgp/f39UVFTg6tWrTdbJ5XJkZGTg4YcfxsCBAzFhwgQEBQXhyy+/REFBAd58803Ex8dbbT+IiIiIiIjcurkrKyuTlgMCmr9TnLa50/c4hEGDBiE7Oxvp6enYvHkzampqcNddd+GNN97AxIkTjc5bXV2N6upq6WOVSgUAqK2t1bl5i61pNBoAgNwDkKPerFgvTxl8fX3gZWasu8dpX/v9OkfL01HiLLVNwPRYZ6mNqXGqsAhsmPQyVGERkKPeJnk2/jp31Lo4wjYtGWfoZ4td8/RoOIXo0qVL0u8bUwUGBiI8PNysGI1GA29vL5vtn9zjP9ttye/z4uLiJu9VTNWS2rRGS/OsqamBt7e32XHG9k9bZ0u+f3Kk/XNE1qi5JbX4+94D8Pb2avH3ryWZs32ZEEJYMReba/wohNTUVGRlZRkce/XqVbRv3x4AMHnyZKxdu9bo3O3bt8fVq1fRuXNn5OfnWyznxYsXY8mSJTqvr1+/HgqFwmLbISIiIiIi56JWq/HUU0+htLQUQUFBRse69ZE7X19fabmmpqbZ8dqja35+fhbNY8GCBXjppZekj1UqlfRA9uY+gdaWn5+Pc+fOYcuFeviFRZsV++u5ozi4YRX6T3sdkbFdGGdinBz1GBJaiO0lkahrdFmso+XpKHGW2Ob9z7yOiT0CdGpure05WpyivBQ9T+Tg5B/vhTog2CZ5Nv46v3ruuEPWxRG2ack4Qz9bHCHPP415FmFt25scV1FSiOJD3yBTucqsZ9sWFBTg6bQXEffwDASGm/47raX7V3n7Bh7v7IH4+Hh06WLe15o21/C+I+EfGmlyXEtr01ItzbOo4BSOf/eZxT/3tbW12LFjBwYPHgwvLy+T5zXE0fbPEVm65pbW0u/7suIbuPyvTxzic6E9q88Ubt3cBQYGSsv6TrX8vYqKCgCmncJpDh8fH/j4+Oi87uXlZfdvEk9PTwBAXT1MetPbWK1GoKqqGrVmxjKuQR08mqx31DztHWepbQK6Nbfm9hwpLqT4FqZ9sgRL0tdCFRBq0zzr4OGwdXGEbVojztjXub3ylAeFwy/c+LXvTeLqgZqaWnh6epr1e9LT0xM1NbU227+6+v9s19zf59pcvYMjbVKblmppnvKim1b93FvqPZSj7p8jcoT3rfq0+PvegT4X5mzfre+W6evrK53TfO3aNaNjS0pKpOYuNjbWKvkolUp0794dycnJVpmfiIiIiIhcl1s3dwCQmJgIoOH0w7q6OoPjzpw5oxNjaWlpaTh16hTy8vKsMj8REREREbkut2/uBgwYAKDhlMsjR44YHLdv3z5puX///lbPi4iIiIiIyBxu39yNGjVKWs7MzNQ7pr6+XrqTZkhICAYNGmSVXHhaJhHZQ7WPHy507oFqH8veLIqIiIhsy+2bu759+2LgwIEAgH/84x/Izc3VGfPee+/h9OnTAIA5c+ZY7aJKnpZJRPZwq20c3v7Lp7jVNs7eqRAREVErOP3dMrOzs5s8c664uFhazs/P13nO3dSpU3XmWL16Nfr374/KykoMGTIECxcuxKBBg1BZWYmNGzfi448/BgDEx8dj3rx5VtkPIiIiIiKi1nD65i4jIwNr1qzRu+7AgQM4cOBAk9f0NXe9e/fGpk2bMGnSJKhUKixcuFBnTHx8PLZt29bk8QlERK6g/aUzSF8yBUvS1+JKhwR7p0NEREQt5PanZWo9+uijOHHiBObOnYv4+HgoFAqEhIQgKSkJS5cuxdGjR81+ACkREREREZGtOP2Ru6ysLJ1TL1sqLi4OK1euxMqVKy0yn7mUSiWUSiU0Go1dtk9ERERERM6LR+4cCG+oQkRERERELcXmjoiIiIiIyAU4/WmZRETUOjfadcSCd7fgdlikvVMhIiKiVuCROwfCh5gTkT3UefmgMCoWdV4+9k6FiIiIWoHNnQPhNXdEZA/hRdfxzP8uQnjRdXunQkRERK3A5o6IyM0pKsrQ7+APUFSU2TsVIiIiagU2d0RERERERC6AzR0REREREZEL4N0yHZAQAgCgUqnsnAlQXl4OtVqN2qp6eFaWmxVbV10JUV+P2io1asyIdfe4egiofdSoqaxAHWQOm6ejxFlqm2q1h07Nrbk9R4qrqq6E6v/+r6kst0meTb7OHbQujrBNS8YZ+tniaHmaorZKDU1dHcrKysz6XVlWVgZNXZ1N81SrPVBeXm727/SW5trS2rSUPWpqbP9qa2uhVquhUqng5eVl8ryGONr+OSJL19zSnOV7yRjt9rU9gjEyYcoosgmlUgmlUomamhpcuHDB3ukQEREREZGDuHr1KmJiYoyOYXPngOrr63Hjxg0EBgZCJmv+KII1qVQqxMbG4urVqwgKCrJrLu6CNbc91tz2WHPbY81tjzW3Pdbc9lhz6xNCoKysDNHR0fDwMH5VHU/LdEAeHh7NduW2FhQUxG9YG2PNbY81tz3W3PZYc9tjzW2PNbc91ty6goODTRrHG6oQERERERG5ADZ3RERERERELoDNHRnl4+OD9PR0+Pj42DsVt8Ga2x5rbnusue2x5rbHmtsea257rLlj4Q1ViIiIiIiIXACP3BEREREREbkANndEREREREQugM0dERERERGRC2BzR0RERERE5ALY3JFBV65cwcsvv4zExET4+/sjLCwMffv2xYoVK6BWq+2dnt0VFhZi69atWLRoEYYOHYrw8HDIZDLIZDJMnTrV7Pl++OEHjBkzBjExMfDx8UFMTAzGjBmDH374weQ51Go1li9fjr59+yIsLAwBAQFITEzEyy+/jCtXrpidk6P597//jbfffhtDhw5FbGwsfHx8EBAQgPj4eEydOhX79+83az7W3DiVSoWNGzdi3rx5SElJQZcuXRAcHAxvb29ERkbi/vvvx7Jly/Dbb7+ZNB/r3Trz58+XfsbIZDLs3bu32RjW3DSN62rs3/3339/sXKy5+YqLi7Fs2TL0798ff/jDH+Dj44Po6Gj8+c9/xiuvvILc3Nxm52Ddjbv//vtN/jo35WcM6+3ABJEeW7duFcHBwQKA3n/dunUTFy5csHeadmWoNgBEamqqyfPU19eLmTNnGp1v5syZor6+3ug8+fn5olu3bgbnCA4OFtu2bWvlXtvPfffdZ7RG2n+TJ08W1dXVRudizU2zY8cOk2oeHh4ufvjhB4PzsN6td+zYMSGXy5vs7549ewyOZ83NY8rXOQCRkpJicA7WvGU2b94s2rRpY7RuI0eONBjPupsmJSXF5K9zAMLDw0Ncu3ZNZx7W2/GxuSMdx44dEwqFQgAQAQEB4q233hI5OTli165dYsaMGdI3XkJCgigrK7N3unbT+IdQbGysGDJkiPSxOc3dwoULpbjevXuLDRs2iEOHDokNGzaI3r17S+tee+01g3OUlZWJhIQEaeyMGTPErl27RE5OjnjrrbdEQECAACAUCoU4fvy4Bfbe9jp37iwAiOjoaDFnzhzxxRdfiEOHDonc3FyxcuVK0a5dO2n/J0yYYHQu1tw0O3bsELGxsWLKlCli9erV4ssvvxS5ubniwIEDYtOmTWLs2LHC09NTABDe3t4G95P1bh2NRiOSk5MFABEZGWlSc8eam0e7j88++6w4efKkwX8XL140OAdrbr41a9YIDw8P6Ws7PT1d7NixQxw5ckRs27ZN/M///I8YPHiweOKJJwzOwbqb5uLFi0a/tk+ePCk2bdok1WDw4MF652G9HR+bO9Jx//33CwBCLpeLnJwcnfXLli2TviGXLFlihwwdw6JFi8S3334rbt68KYQQoqCgwOzm7vz589Jf45OSkoRarW6yvqKiQiQlJUmfj/z8fL3zpKenS9tetmyZzvqcnBxpO4MGDTJvRx3E8OHDxaZNm0RdXZ3e9UVFRSI+Pl6qw48//qh3HGtuOkO1buyrr76S6jBmzBid9ax3673//vvSH9QWLFjQbHPHmptPu5/p6ektimfNzXfq1Cnh4+MjAIiBAweKO3fuGBxr6GwM1t2y5s+fL9Xhs88+01nPejsHNnfUxKFDh6RvuFmzZukdo9FoRGJiogAgQkNDRU1NjY2zdEwtae6ee+45KSY3N1fvmNzcXGnM7NmzddbX1NSIkJAQAUAkJiYKjUajd55Zs2ZJ8xw+fNjk/XIm3377rbSPL7zwgt4xrLnlaf8CGx4errOO9W6dK1euSH/F3rNnT5M3RYaaO9bcfK1t7lhz8z344IPSz42ioqIWzcG6W45Go5HOgAkICBAVFRU6Y1hv58DmjppofLj94MGDBse988470rjt27fbMEPHZW5zV19fL/0gTUhIMDpWe156TEyMznns27dvl7b77rvvGpyj8Q/chQsXmrRPzqasrEzax+HDh+usZ82to0+fPtIbgsZY79YbMWJEk58pzTV3rHnLtKa5Y83Nd/r0aWkfFi9e3KI5WHfLalyHqVOn6qxnvZ0H75ZJTWjvNujv748+ffoYHJeSkiItZ2dnWz0vV1RQUIDr168DaFpPfbTrr127hkuXLjVZ1/gOkcbmSUpKgr+/PwDX/ZzV1NRIyx4euj/eWHPLO336NI4dOwYASEhIaLKO9W6dzZs3Y+vWrQgLC8Py5ctNimHNbY81N9/nn38uLY8dO1ZaLikpwfnz5026Ay/rbllr166VlqdMmaKznvV2HmzuqInTp08DALp06QK5XG5wXOM3cdoYMk/juv3+TfHvGau3qfPI5XJ07txZ7xyuYt++fdKyvlqw5pahVqtx/vx5rFy5EoMGDYJGowEAzJkzp8k41rvl7ty5I9Vz6dKliIiIMCmONW+dzz//HN26dYOfnx8CAwPRtWtXpKamYs+ePQZjWHPzHTx4EAAQHByMxMRE/L//9/9w9913IywsDPHx8QgPD0enTp2wZMkSlJeX652Ddbec8vJyfPXVVwCA9u3b633kB+vtPNjckaSqqgrFxcUAgJiYGKNjQ0NDpb+oXL161eq5uaLGdWuu3rGxsXrjGn/s7++PkJAQk+YpKipCdXW1Oek6vPr6erz77rvSx08++aTOGNa85bKysqRnH/n7+yM+Ph7z5s3DrVu3AAAvv/wyJk6c2CSG9W65+fPn4+bNm7j33nsxffp0k+NY89Y5deoUzp07h6qqKpSXlyM/Px9r167FAw88gNGjR6O0tFQnhjU336lTpwAAHTp0wPPPP49JkybhxIkTTcYUFBRg8eLF6NevH27cuKEzB+tuOVu2bEFFRQUAYPLkyZDJZDpjWG/nweaOJGVlZdJyQEBAs+O1zZ2hv6qRcebUW1trQLfe2nnM+Zzpm8fZvf/++zh06BAAYPTo0UhKStIZw5pbXq9evXDw4EEsX75c5w0B690y2dnZyMjIgFwux9///ne9b7QMYc1bRqFQYPz48fjkk0+wf/9+HD16FNu3b8drr72GNm3aAAC+/vprjBw5ErW1tU1iWXPz3b59GwBw5swZKJVKhISE4O9//zsKCwtRVVWFvLw8DB06FADw888/Y+zYsaivr28yB+tuOc2dkgmw3s7E8Hl35HaqqqqkZW9v72bH+/j4AAAqKyutlpMrM6fe2loDuvXWzmPO50zfPM5s3759ePXVVwEAkZGR+Oijj/SOY81bbtSoUVLDXFlZiQsXLmDz5s346quvMHHiRKxatQojRoxoEsN6m6+mpgYzZ86EEAJz585Fz549zYpnzVvm+vXreo8iDB48GM8//zyGDh2Ko0ePYt++ffjoo4/wwgsvSGNYc/NpjxJVV1fD09MT33//Pe655x5pfVJSErZu3YoRI0bg+++/R05ODr788ks88cQT0hjW3TKuXbuGvXv3AgDuuecexMfH6x3HejsPHrkjia+vr7Tc+MYUhmgPkfv5+VktJ1dmTr0bn47w+3pr5zHnc6ZvHmf1yy+/YPTo0airq4OPjw82b96MqKgovWNZ85YLCQlBjx490KNHDyQnJ2P8+PH48ssvsXbtWly8eBEjR45EVlZWkxjW23xvv/02Tp8+jfbt2yM9Pd3seNa8ZYydHhYVFYUvvvhCejP6wQcfNFnPmpuvcc3Gjh3bpLHT8vDwaHIjoQ0bNhicg3VvuXXr1klHRVNTUw2OY72dB5s7kgQGBkrLphz+1v7lzZRD66TLnHpraw3o1ls7jzmfM33zOKOCggIMGTIEJSUl8PT0xIYNG4zefYs1t7zJkydLp0zNnj0bJSUl0jrW2zxnzpzBO++8A6ChgWh8SpKpWHPr6NSpEwYPHgwAyM/Pb3INGGtuvsY1055+qc9dd92Fdu3aAQDy8vIMzsG6t9xnn30GoOEo2bhx4wyOY72dB5s7kvj6+iI8PBxAw2F6Y0pKSqRvusYXzpLpGl+Q3Fy9G1+Q/Pt6a+epqKjAnTt3TJonIiKiyekOzujGjRt46KGHcOPGDchkMnz66acYPXq00RjW3DpGjhwJoKEe33//vfQ6622e999/HzU1NejUqRPUajU2btyo8+/nn3+Wxu/evVt6XfvzmDW3nu7du0vL2lvCA6x5SzTed1NvzlFYWNjkdda99Q4fPizd3GbEiBEIDQ01OJb1dh5s7qiJxMREAA1/mayrqzM47syZMzoxZJ7GbxQa11MfY/U2dZ66ujpcuHBB7xzOpri4GIMHD8bFixcBNBzlMHQReGOsuXU0vk3/5cuXpWXW2zzaU5AuXryICRMm6P23ZcsWafwbb7whvV5UVASANbcmIYTe11lz8911113SsvZRKoZo1//+8Uyse+s1vpGKsVMyAdbbmbC5oyYGDBgAoOEvKkeOHDE4rvHzxPr372/1vFxRx44dER0dDaBpPfX58ccfAQDt2rVDhw4dmqzTfs6am+fw4cPSX/ed+XNWWlqKhx9+WPpr47vvvou0tDSTYllz62h8FKPxqTOst+2x5taj/ZkDQKoxwJq3xH333Scta9/AG6L9I5729Ewt1r11amtrsXHjRgANf6AzdnoswHo7FUHUyE8//SQACABi1qxZesdoNBqRmJgoAIiQkBBRU1Nj4ywdU0FBgVS71NRUk2KeffZZKSY3N1fvmNzcXGnMc889p7O+urpaBAcHCwAiMTFR1NfX651n1qxZ0jyHDh0yeb8cSUVFhejfv7+0H6+99prZc7Dmljds2DBpP/fs2dNkHettWenp6QZrrcWaW96FCxeEl5eXACA6deqks541N09xcbFUz8GDBxsct3fvXmlfp0+frrOedW+5b775RtqfOXPmmBTDejsHNnekY+DAgQKAkMvlIicnR2f9smXLpG+49PR02yfooFrS3J09e1bI5XIBQCQlJQm1Wt1kvVqtFklJSdLn49y5c3rnef3116VtL1u2TGd9Tk6OtJ2UlBRzd80hVFdXiyFDhpj9y+j3WHPTZWZmisrKSqNjVq5cKdWhQ4cOora2tsl61tuyTGnuWHPz/POf/9T5um3s5s2bonfv3lIt3nvvPZ0xrLn5GjcKGzZs0FmvUqlEr169jL7BZ91b7vHHH5f2+ciRIybFsN7Ogc0d6fj3v/8t/Pz8BAAREBAg3n77bZGbmyt2794tZs6cKX1DxsfHC5VKZe907Wb//v0iMzNT+rd8+XKpNv3792+yLjMz0+A8r776qhTXu3dvsXHjRpGXlyc2btzY5A3FggULDM6hUqlEfHy8NHbmzJli9+7dIjc3V7z99tsiICBAABB+fn7i6NGjli+GDYwZM0bavwceeECcOHFCnDx50uC/s2fPGpyLNTdNXFycCAsLEzNmzBBr1qwR2dnZ4tixY2L//v3iww8/bHIU1dvbW+zYsUPvPKy35ZjS3AnBmpsjLi5OREdHi+eff16sX79e5OTkiKNHj4odO3aI1157TbRp00aqwYABA0RVVZXeeVhz8xQWFor27dtLjcDs2bPF7t27xeHDh0VmZqZISEiQ6vDss88anId1N9/t27eFj4+PACB69OhhVizr7fjY3JFe//znP0VQUJD0jff7f/Hx8eL8+fP2TtOuUlNTDdZH3z9DNBqNmDZtmtHY6dOnC41GYzSf8+fPi65duxqcIygoSHz77beWLoPNmFNrACIuLs7gXKy5aeLi4kyqdUxMjNi+fbvBeVhvyzG1uWPNTWfq1/njjz8uSkpKDM7Dmpvv1KlTokuXLkZrNm3aNKOXf7Du5vvoo4+k/dJ35MwY1tvxsbkjgy5duiTmzp0r4uPjhUKhECEhISIpKUksXbpUVFRU2Ds9u7NUc6e1bds2MXLkSBEdHS28vb1FdHS0GDlypPjuu+9Mzqm8vFwsXbpUJCUliZCQEKFQKES3bt3E3LlzxaVLl1qzu3ZnTq0B482dFmtuXH5+vvj73/8uxo0bJ/74xz+KqKgoIZfLRUBAgOjcubN4/PHHRWZmpsk/D1jv1jO1udNizZu3d+9esWTJEvHII4+I+Ph4ERYWJuRyuQgJCRE9e/YUs2bN0nuJgiGsuXnKy8vF8uXLxZ///GcRFhYmvL29RUxMjBg3bpzYvXu3yfOw7qa79957BQDh6ekprl+/3qI5WG/HJRPCwL19iYiIiIiIyGnwUQhEREREREQugM0dERERERGRC2BzR0RERERE5ALY3BEREREREbkANndEREREREQugM0dERERERGRC2BzR0RERERE5ALY3BEREREREbkANndEREREREQugM0dERERERGRC2BzR0RERERE5ALY3BEREREREbkANndERGR3paWlUCqVGDZsGDp06ACFQoHg4GDEx8dj4sSJ2LRpEzQajb3TJCIicmgyIYSwdxJEROS+MjIy8Oqrr+K3334zOq579+743//9XwwYMMBGmRERETkXNndERGQ3r7zyClasWAEAkMvlGD9+PB577DHExcWhpqYGZ8+exYYNG7Br1y4AgI+PD9atW4cnnnjCnmkTERE5JDZ3RERkF0qlErNnzwYAxMbG4ttvv8Xdd9+td+ymTZswZcoU1NTUwNvbGz/99BN69eplw2yJiIgcH5s7IiKyucuXLyMhIQFVVVUICAjA0aNH0aVLF6MxGzduxIQJEwAAPXr0wIkTJyCTyWyRLhERkVPgDVWIiMjmVq1ahaqqKgBAenp6s40dAIwfPx7Dhw8HAPz888/YunWr3nH19fXYsGEDHn/8cbRv3x5+fn5o06YN7r77bkybNg0//PAD6urqDG7nwIEDeOaZZ9CtWzcEBQUhICAACQkJGDVqFNauXQuVStVkfFZWFmQyGWQyGS5dumRw3kuXLknjsrKydNZPnToVMpkMHTp0AABcv34dL730EuLj46FQKBAREYFhw4bh+++/N1qniooKbNq0Cc888wx69eqF4OBgeHl5ISIiAikpKVixYgXKy8uNzqHNc/HixQCAvLw8TJgwATExMfDx8UG7du0wefJknD592ug8Wj///DOef/559OzZE6GhoVAoFOjSpQseeeQRfPTRRygqKpLGvvTSS5DJZJDL5bh+/Xqzc/fp0wcymQzdunUzKRciIpcmiIiIbKi+vl6EhYUJAMLPz0/cuXPH5Nh//etfAoAAIEaPHq2zvqCgQPTq1UsaY+jfnj17dGLVarWYMGFCs7Hp6elN4jIzM6V1BQUFBnMvKCiQxmVmZuqsT01NFQBEXFycyMvLE5GRkQZzmDNnjsHtpKSkNLsPHTt2FKdPnzY4R+N9/eCDD4RcLtc7j0KhEPv27TM4T11dnZg7d67w8PAwmk9qaqoU88svv0ivv/POOwbnFkKI48ePmzyWiMgdyC3XJhIRETXvl19+we3btwEA9913H4KDg02OffDBB6FQKKBWq5Gdnd1k3a1bt9C/f3/cuHEDAPDAAw8gNTUVCQkJkMlkKCgowO7du/H555/rzFtfX4+RI0dix44dAICuXbviueeeQ1JSEhQKBX799Vfk5ORg8+bNLd1tk6nVaowdOxalpaV49dVXMWzYMPj4+OCnn37CO++8g19//RWrV69G+/bt8dJLL+nE19XVoWfPnnjssceQlJSE6OhoCCFw+fJlfPXVV9i8eTMKCgowatQoHDt2DL6+vgZz+de//oWffvoJf/zjHzFnzhz07NkTlZWV+Oqrr7B69Wqo1WpMnjwZ58+fh7e3t078zJkz8emnnwIA2rZti9mzZ+Pee+9FcHAwioqKcOjQIXzxxRdNYrp3745+/fohNzcXmZmZePXVVw3ml5mZCQDw9PREamqqSfUlInJp9u4uiYjIvaxbt0462rJgwQKz4/v16yfFX79+XXp91KhR0utLly41GF9eXi5u377d5LVVq1Y1OSJYVVWlN1aj0TTZphCWP3IHQHh5eek9Inb9+nURExMjHTW7deuWzphz584ZzEEIIXbs2CEdScvIyNA7Bo2Oqg0bNkxUV1frjHnzzTelMV9++aXO+q+//lpa369fP1FSUmIwp6tXrzb5+NNPP5ViDxw4oDempqZGRERECABixIgRRvaYiMh98Jo7IiKyqeLiYmn5D3/4g9nxUVFR0rL22XhnzpzBN998AwAYOXIk5s+fbzDe398foaGh0sf19fVYvnw5AKBdu3ZYu3YtfHx89MZ6eHggOjra7JzNNWvWLNx33306r0dHR+O9994D0HCEb82aNTpjunbtanTuhx56CI899hgA4OuvvzY61tfXF5mZmXqPyr3wwgvS6/v379dZ/+677wIAFAoFPv/8c4SEhBjcTkxMTJOPn3zySQQFBQH4z9G53/v222+la/WmTZtmdD+IiNwFmzsiIrKpsrIyadnf39/s+MYx2pubfPfddxD/d/PnuXPnmjXfsWPHpBt3zJgxAwEBAWbnZGlPP/20wXWjR4+WGqWdO3c2O1dRURHOnz+Pn3/+WfoXEREBADh+/LjR2MGDByMyMlLvusDAQKmRvHjxYpN1v/32G3766ScADY1au3btms2zMX9/f4wfPx5Aw2Mw1Gq1zhht0xcREYERI0aYNT8Rkatic0dERDYVGBgoLTd310Z9Gsdoj+4cPXoUAODl5YV77rnHrPm0sQD0Hi2zNW9vb/zxj380uN7Lywu9e/cG0HAXSn0OHDiAcePGoU2bNoiMjER8fDx69uwp/fvkk08AND2Kqk9CQoLR9WFhYQCaNuxAQ8OsbbZbWtNnnnlGmnvLli1N1t28eRM//PADAGDy5Mnw8vJq0TaIiFwNmzsiIrKpNm3aSMs3b940O/7WrVs6c2mblLCwMIOnVBrSuMFp27at2flYWlhYGORy4/c7056aqr0xTWOLFy/GgAEDsHnzZr3rG6usrDS6XqFQGF3v4dHwNkKj0TR53RI1TU5Olh5q//tTM9euXSs9zoKnZBIR/QebOyIisintG3ag6VEzU2g0Gpw4cQJAw+l4v7/+rbUPNXeEh6KbkoP2qNjv7dq1C0uWLAEAdOrUCR9++CFOnDiBO3fuoK6uDkIICCHw+uuvWzRnY1pTU+3Ru71796KgoEB6XfucwD//+c+46667WpUfEZErYXNHREQ21aNHD+l0vh9//BGlpaUmx+7cuVO6/mrAgAHS6+Hh4QAarvWqqakxKx9tLADpMQrm0B69AhpuzmJIRUWFSfP99ttvOkfCfq+wsBDAf06L1NKebhkSEoLc3Fw8++yz6NmzJ4KDg+Hp6SmNKykpMSmXlmptTbUmTZoEX19fCCGkm8ccPHhQeng6j9oRETXF5o6IiGxKJpNh8uTJABpOC9Q2JKb44IMPpOWpU6dKy3/6058AALW1tcjNzTUrH20s0NBsmqvxNYTGmqazZ8+aNF9NTY3RG53U1dXh2LFjABoa5cZ++eUXAA3P+DN0IxQAOHz4sEm5tFTv3r2lI3YtqalWSEgIHn/8cQANR+uEENJz8xQKhXTTFSIiasDmjoiIbG7OnDnStXFLlixBfn5+szEbN27Etm3bADQ86LrxHRKHDx8uNRPvv/++WbncfffdiI2NBQBkZGSYfZOXjh07SsvGmqb169ebPKe+RxxoffXVV1IT+dBDDzVZp70OTd/dJbWOHTuGgwcPmpxLS4SFheHee+8FAGzevLlVR+9mzJgBALh8+TK2bduGTZs2AQCeeOIJ6YY6RETUgM0dERHZXMeOHbFs2TIADXe/fPDBB40erdq8eTNSU1MBNNxN8rPPPmtyOmR8fDxGjx4NAPjmm2+k59bpU1FR0eQIm4eHB1555RUAwLVr1zBlyhSDp3bW19frNCqNTzP929/+hurqap24DRs26Nzx0ZiPPvoI2dnZOq/fvHkTL7/8MoCGI1fammhpH02QnZ2t83gCoOGxCJMmTTI5j9b47//+bwANjebYsWONnn577do1g+tSUlKk/ZoxY4b0+AuekklEpIvNHRER2cULL7yAOXPmAACuXLmCpKQkTJkyBV988QXy8vKQk5ODTz/9FA899BDGjRuHmpoaeHt7Y+3atU1OpdT68MMPpRuszJ8/Hw8++CA+++wz5OXl4fDhw/jiiy8we/ZsxMXF6TSSaWlpGDx4MICGI2M9e/bE6tWrceDAARw9ehTff/890tPTkZCQgI8//rhJrFwux8yZMwE0PJrggQcewDfffCPFTZs2DZMmTUK/fv1Mqov2RjGDBw/GwoULkZ2djby8PCiVSvTp0wdXrlwBALzxxhs6p15OmTIFQEPDnJKSgr/97W/Izc1FTk4OVqxYgbvvvhunTp0yOZfWePTRRzF9+nQAQE5ODrp374533nkHP/74I44dO4adO3fi3XffxZ/+9Cf85S9/MTqXdh7t3VU7d+7sEI+tICJyOIKIiMiOPvroIxEWFiYAGP2XkJAg9u7da3SuCxcuiB49ejQ71549e3RiKyoqxBNPPNFsbHp6ut7Ye+65x2BMSkqKOHnypPRxZmamzhypqakCgIiLixN5eXkiPDzc4HwvvPCCwRo8/fTTBuM8PT3FqlWrRHp6uvSaPsb2tbGUlBRp//Spq6sTs2fPFjKZzGhNU1NTjW7n5s2bQi6XS+Pfeusto+OJiNwVj9wREZFd/dd//RcuXLiADz74AI888ghiY2Ph6+uLgIAAdO7cGePHj8eGDRtw8uRJpKSkGJ2rU6dOOHbsGLKysjB8+HC0bdsW3t7eCA8Px913340ZM2Zg586deo/6KBQKfP7559i9ezcmT56Mjh07ws/PD4GBgUhISMCYMWOwfv166RTO38fu3r0bb731Fnr27Ak/Pz8EBQUhOTkZf/vb37Br1y4EBASYXJOkpCT8+9//xgsvvIDOnTvD19cXbdq0wSOPPILvvvsOq1evNhj76aef4rPPPsPAgQMRGBgIHx8fxMXFYfLkycjJyZGOltqCp6cnPvjgAxw+fBgzZ85EfHw8/P39oVAo0LVrVwwbNgyffPJJs9dJRkVFSUdWPT09dU5HJSKiBjIhDDwsh4iIiGxm6tSpWLNmDeLi4nDp0iV7p+NQhBDo0KEDrly5gqFDh+K7776zd0pERA6JR+6IiIjIoe3cuVO61lB7/R0REelic0dEREQOTXv307Zt2+Kxxx6zczZERI5Lbu8EiIiIiBorKyvDrVu3oFKpsGbNGuzYsQMAMG/ePHh5edk5OyIix8XmjoiIiBzKli1b8PTTTzd5rVevXnj++eftlBERkXPgaZlERETkkDw8PBAXF4fZs2dj586d8Pb2tndKREQOjXfLJCIiIiIicgE8ckdEREREROQC2NwRERERERG5ADZ3RERERERELoDNHRERERERkQtgc0dEREREROQC2NwRERERERG5ADZ3RERERERELoDNHRERERERkQv4/1BzbGTjDgFaAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3cAAAJLCAYAAABE/G90AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADJfUlEQVR4nOzdeVwU9f8H8Ndy35cgoiLeB2bmAR5oiCnllUdmmYp4V1heZWm/UOzOI60w80Qzj8qyPDLKG088MvNGUfBEFLmPZfn8/iDmuysL7MLsLsfr+XjwmGXnM595z2d3due9M/P5KIQQAkRERERERFSlmZk6ACIiIiIiIqo4JndERERERETVAJM7IiIiIiKiaoDJHRERERERUTXA5I6IiIiIiKgaYHJHRERERERUDTC5IyIiIiIiqgaY3BEREREREVUDTO6IiIiIiIiqASZ3RERVjEKhkP5qgtjYWISGhqJZs2awt7evcdtPRFVPVFSU9DkVGhpq6nCoBrEwdQBEREQlWb58OV577TUUFBSYOhSjUKlU2L17N6KjoxETE4O7d+/i/v37KCgogIuLCxo0aAA/Pz/06tUL/fr1g6WlpalDpmogPT0dJ0+exIkTJxAbG4tr167h/v37SE5ORn5+PlxcXNCyZUt0794dISEhaNasmalDrnHmzp2LiIiIci3r4+OD69evyxuQCSiVSvzzzz/S+/T8+fPS+zQzMxNOTk5o2LAh/P39MXz4cHTv3t3UIZsEkzsiIqqUEhISMHnyZCmxa9y4MTp16gQ3NzcTR2YYGzduxNy5c3H58mWt8+/evYu7d+/i+PHjiIyMRK1atTBlyhTMmDEDdnZ2Bo9P/UypEMLg6yPjmTVrFiIjI0ucf+/ePdy7dw/79+/Hxx9/jFdffRULFy6EjY2NEaMkuaknjHPmzMHcuXNNG1AZfv31V7z44oslzn/w4AEePHiAkydP4ptvvsEzzzyD1atXo0GDBkaM0vSY3BERUaW0YcMGKJVKAEBwcDB27NgBC4vq97WVk5ODMWPGYNOmTRrPu7i4wN/fH7Vr14aNjQ3u3r2LK1eu4NKlSwAKD2TCw8Nx5MgR7Ny50xShUzXk5uaGVq1awcfHB46OjsjLy0N8fDyOHj2KnJwcFBQUYOnSpbh06RJ27dpVLffJyq5u3boYPHiwzuVr1aplwGhMw8bGBq1bt0ajRo3g6uoKIQTu3LmDY8eOITk5GQCwe/dudOvWDYcOHYK3t7eJIzYe7pFERFVMTTlrcurUKelxSEhItTyIzMvLQ3BwMA4ePCg917lzZ3zwwQcICgqCubl5sWWuXbuGtWvX4osvvkB6ejqysrKMGTJVQ+3bt8fixYvx7LPPokWLFlrvZ01NTcX777+Pr776CkDhgfOSJUswY8YMY4db4zVr1gxff/21qcMwOi8vL7z//vvo27cvOnTooPWy9Pz8fKxZswZvvvkmcnJykJiYiNdffx3btm0zQcSmUf2+KYmIqFpISUmRHnt5eZkwEsN56623NBK7d999F5988kmpyzRu3BgRERF444038Nprr+H+/fuGDpOqubFjx5ZZxtnZGV9++SVSU1Oxbt06AMC3337L5I6MJiAgAAEBAaWWsbCwwIQJE2BhYSG9r3fs2IGbN2+ifv36xgjT5NhbJhERVUpFl2QCgJlZ9fu6iomJkc6CAMBrr71WZmKnzt3dHT/++CPee+89Q4RHpNX48eOlx1euXEFGRoYJoyHSbsSIEdI9oUII/P3336YNyIiq37clVSqJiYmIiIjA008/DU9PT1hbW8PR0RGNGjWCv78/xowZg40bN0rXR5fm8OHDCAkJQcOGDWFjY4M6deogICAAX331lfTlMnfuXKnrYWPdGJycnIxPP/0UgYGB8PLygrW1Ndzd3dGuXTu8/fbbOH/+vN513rt3D59//jl69+6NBg0awNbWFra2tmjQoAH69OmDzz//XKeer1QqFX744QeEhISgRYsWcHV1haWlJWrVqoXOnTtjypQp2L17t9bL/PRty3379knle/TooVeZrVu3YuDAgRqvbe/evREVFaVzL4k3btzAN998g+HDh+OJJ56As7OztK1PPvkkXnvtNRw9elSnukJDQ6U4o6KiAACZmZlYunQpunXrJr2Xvb29MXz4cBw6dEinetXFxMRgypQpaNeuHWrXrg1LS0s4OTmhTZs2GD16NDZu3Ijs7Gyty+o7FEBmZia++eYbDBgwAD4+PrCzs4OjoyOaNWuGsWPHYs+ePTrHvWfPHowbNw5t2rSBi4sLLC0t4e7ujlatWqFHjx547733cODAAY3ETB/qbb9//37p+aCgII3tVigUJe4DcuyT169fl9bTsGFD6fmYmBiMHz8eLVu2hLOzMxQKBaZOnVqubf3000+lx97e3pg/f3656undu7fW55VKJf744w/MnDkTQUFBqFu3LmxsbGBra4v69eujb9++WLJkSakH5+r7rLrHX4uyXhOg8Pvggw8+QPfu3VG3bl1YW1vDzc0N7dq1w1tvvVViRzIlMcR3QkZGBr788ks8++yzqF+/PmxsbODq6oonnngCkydPxrFjx3SKTds+eubMGUyZMgVPPPEE3NzcoFAoMGjQINy7dw9WVlZQKBSwsLDArVu3dFpHQUEBGjRoIK3nzz//1Gm5iqpdu7bG/+np6bLUW5U+wy9cuIDJkyejWbNmsLOzg7u7Ozp27IhPPvlEp+MZU+vRowcUCoVG75sRERFa92ltwzhkZ2dj69atePPNN6X2tLKygoODAxo2bIghQ4Zg9erVyMvLM+JWabKysoKLi4v0v1zv0ypBEBnIsmXLhK2trQBQ5l9AQECJ9RQUFIgpU6YIhUJR4vItW7YUFy5cEHPmzJGemzNnjsG3cdWqVcLZ2bnUbTM3NxdTp04V+fn5ZdanUqlERESEsLOzK7PNzMzMxLlz50qs68CBA6J58+Y6tf8777xTbHl923Lv3r1S+cDAQJ3KpKWliUGDBpUam5+fn7h161ap637rrbdKfX+o/w0fPlxkZmaWWt/o0aOl8mvWrBHnz58XrVq1KrXe8PDwMttICCESExNF7969dYq1U6dOWutQL1OWH374QdSpU6fMdfXv3188evSoxHrS09PF888/r1PcAMSKFSt0ao/Hqbd9WX/x8fHFlpdrn4yPj5fK+/j4iNzcXPHqq69qrW/KlCl6b+eNGzc03rMffvih3nWUJiEhQdSqVUundnR3dxfR0dFa61HfZ8v7mqhUKvH+++8LGxubUpe1sLAQs2fPFgUFBaVum6G+E7Zt26bTvvLKK6+U+Rny+D46Z84cYW5uXqyugQMHCiGEeOGFF/R+L/z+++8a71GVSqXTchX1yy+/SOu1s7MTSqWywnVWpc/wJUuWCCsrqxLr8fLyEjExMWLNmjXSc6NHj65wG6m/l0v6jtVVYGCgzvv047EfPXpUODg46LRsw4YNxalTpyoUa3klJydr7HOHDh0ySRymwHvuyCC2bt2KV199VfrfyckJXbp0Qf369WFhYYHU1FRcvnwZ//77b5m/7EyZMkXj0iUnJyf07NkTHh4euH37Nvbu3YuLFy+ib9++GDhwoMG26XELFizA22+/Lf1vbW2NwMBANGjQACkpKdi7dy8ePnwIlUqFxYsX48aNG9iyZUuJZ1tUKhVefPFF/PLLL9JzVlZW6NKlCxo2bAgLCwvcvXsXp06dwp07d1BQUFBi223atAkhISEaZ0+aN2+O9u3bw9nZGampqTh37hzOnTuHgoIC5OTkyNQq+hkzZgy2bt0KAPD390fr1q2Rm5uLo0eP4tq1awAKB7Du2bMnDh8+XGIX+ImJiRBCQKFQoEWLFmjRogVq1aoFS0tLPHjwAKdPn8bVq1cBFHY3n5qaiu3bt+t05uv27dvo1asXbt++DRcXF3Tv3h116tRBcnIy9uzZg9TUVADAvHnz4Ovri5deeqnEus6dO4fevXvjzp070nO1a9dG165d4eHhgZycHFy9ehWnT59GdnZ2hV+XL774AjNmzJDOzDo6OqJLly7w9vaGSqXC+fPnERsbCyEEtm/fjsDAQBw+fFhrt/qjRo3Cb7/9Jv3ftGlTtGvXDm5ublAqlbh//z7Onj1b4bGUevXqBQcHBwDAL7/8gtu3bwMABg0ahHr16mmUdXJy0vhf7n1S3bRp07Bs2TIAQJs2bdC2bVtYWlri8uXL5bpkdO/evRpnzF955RW96yhNZmYmHjx4AABwdXVF69at4ePjAwcHh2K9HyYnJ6Nv377Yv38/unbtqlFPvXr1EBYWBgAaXeUXPfe4x18TlUqFl156CVu2bJGe8/LyQqdOnVC7dm1kZGTg2LFjuHr1KvLz8/Hxxx/j/v37WL58eYnbZojvhM2bN2PEiBFQqVQAAHNzc3Tr1g1NmzZFRkYGDh48KL0XN2zYgPj4eOzZs0enoQDmz58vnSFp0qQJ/P39YWdnh+vXr0sdQkycOFFqo9WrV2P27Nllvi9XrVolPR4zZoxRLl1OS0vDnDlzpP+ff/55WTo6qiqf4ZGRkZgyZYr0v7W1NYKCglC/fn3cv38fe/bswZ07d9C/f/9yn9E3hsGDB+OJJ57A8ePHERsbCwDw8/ODv79/sbKdO3fW+D8lJUU6M167dm20bt0a9evXh729PbKyshAXF4fjx48jPz8f169fR2BgIE6dOoWmTZsafsP+I4TA22+/Le3P3t7eWret2jJlZknVV9u2baVfSyZPnlzir2zp6enihx9+0HrmSAgh/vjjD41fgcaOHSvS09M1yjx48EA6+2Ntba3zr7QVcfjwYY1fhJ577jlx584djTI5OTni7bff1oh/4cKFJdb5zjvvaJSdPHmyePDggdayx44dEyEhIeLff/8tNu/UqVMav5C3a9dOHD16VGs9d+7cEfPnzxefffZZsXmGPnNX9Mtno0aNxLFjx4qVXbt2rcbrGRISUuK6P//8c7FmzRpx//79EsscOHBANG3aVKrvu+++K7Gs+q++RTHMnDmz2Pv4wYMHomfPnlLZxo0bl3jWITU1VTRr1kwq6+7uLjZu3Ki1fEZGhvj+++/FmDFjtNal/j4pyV9//SXMzMwEAGFpaSk+/PBDkZGRUazc6dOnha+vr1Tfa6+9prVM0XwHBwexc+fOEtd79epV8eGHH4rffvutxDK6Uv91ee/evaWWlXufVD9zV1Svt7e3OHDgQLGyOTk5em/buHHjpPpr166t9/JluX79unjjjTfEsWPHSjyjk5qaKt566y0pjmbNmpV69keX993j3n//fY3t3Lx5s9Z1/PjjjxpnXDdv3qy1PkN8J8TFxWmciejYsaO4fPmyRhmVSiUWLlwo7VMAxBtvvFHidqvHaGFhIZydncUvv/xSrFzRe6egoEA0atRIWmbPnj0l1i1E4VmJos9QMzMzcePGjVLLV0ROTo64cuWKWLZsmWjcuLHG63n9+nVZ1lEVPsMvXryo8X7q1atXsc+YtLQ0MWrUKI3vOFTCM3fa6tT1mOno0aNi9uzZ4uzZsyWWuXfvntQOAMQzzzwjS7ylUSqV4tatW2LLli0a3x0WFhayfB9VJUzuSHbp6enSTuXt7V3mJTal6dixo1TX888/X2JdeXl5omvXrhpfqIZM7p5++mlpPZ07dxa5ubklln3zzTelsk5OTiItLa1YmUuXLmkcNHzyySflji0gIEDjIOXxAx9dGTq5AyDs7e1FXFxciXWuX79eo3xpl6HqIj4+Xkp8/f39Syz3+KWBs2bNKrHs3bt3hb29vVS2pET6vffek8o4OzuLixcvlns7yjrIVqlUGonk+vXrS63vzp07onbt2lIimJiYqDH/q6++kup67733yh23vvRJ7uTeJ9WTO6Dw8rNLly5VdJMkzzzzjFR3jx49ZKu3PNQvNy0tcdc3uYuPj5cSY0dHR3HhwoVSy+/evVuqv1WrVlo/7w3xnRASEqJxcJ+SklJijIsWLZLKmpmZiWvXrmktp75ehUIh9u/fX+q2CyHEhx9+KC0zYsSIUst+8cUXUtlnn322zLr1kZiYqBG/tj8/Pz+DJpQlMeVn+PDhw6Uybdq0EVlZWVrLqVQq0bdvX431y53c1a1bV4SFhen8V9I2GfpWlj59+kj1nz9/Xvb6mzRpUur7tE6dOmX+UFIdMbkj2d26dUvasZ566qly13P27FmNL8fSkgAhhDh06JBRkrvz589rrOfkyZOlls/IyBDu7u5S+WXLlhUro35w1blz53InxEePHtVos4okQ8ZI7nS5x0E9WZ06daqeW1Fc0ZeNQqEQqampWsuoHxh4eHiI7OzsUuscNmyYVP6rr74qNj8nJ0e4uLhIZb755psKbUNZB9lbt26V5uv6i+knn3wiLfP42ayPPvpImrd48eIKxa4PXZM7Q+yTjyd3M2fOrOjmaGjXrp1U96BBg2StW1/Hjh2TYpk+fXqJ5fRN7qZOnSqV/+CDD3Ra5tlnny3xdTTEd0JKSorG2ZgtW7aUWqdKpRKtW7eWyr/77rtay6mvd9iwYaVv9H9u374tLCwsBABhY2NTapLZpk0bqf4ff/xRp/p1VVpyZ2NjIxYtWiTr+vRlis/whw8farxPdu3aVWp9V65c0biHUO7kTt+/NWvWlFmnIY6ZNm/eLNX/5Zdfyl5/acmdtrP6NQXvuSPZeXh4wNbWFtnZ2Th79iwOHDiAp59+Wu969u3bJz3u1KkTmjRpUmr5rl27omHDhhW+56cse/fulR63bdsW7du3L7W8vb09hg8fLt0jsnfvXkyaNEmjzK5du6THkydP1rkXxMep1/PMM8/A19e3XPUYS0hISJllRo8eLfVkpt72JUlISMDx48dx+fJlPHr0CNnZ2Rr3NsXHxwMAhBA4c+YMunfvXmp9AwYMKPO+mnbt2uGHH34AAK3vv6NHj+LRo0cACu97Gz16dJnbURE7d+6UHr/88ss6LdOzZ0/pcUxMDKZPny7936BBA+nx2rVrMX78eNjb28sQqTwMsU8+Ttd21JV6z21F9xgailKpxLFjx3DmzBncvXsX6enpyM/P1xqLnN2Fl/d9+McffwAofB+qv5aG+E44fPgwcnNzAQC1atXC888/X2qdZmZmGDt2rDS2my6fSbpuu5eXF/r374+tW7ciJycHGzZswOuvv16sXGxsLM6ePQugcDiMsmLWl4ODg8Y9lenp6YiPj0dsbCxycnIwffp0rFu3DsuXL4efn5+s6wYq52e4+vvE09OzxB5qizRt2hRdu3YtV0/KVUlWVhaOHj2Ks2fP4v79+0hPT5fucwOg0fOrIYYiGDVqlDTOZ05ODm7fvo1jx47h4cOHWL16NX7//Xd8+umnOh1rVCdM7kh2lpaWGDx4MDZs2ACVSoVevXph6NChGDp0KAIDA1GrVi2d6lH/IND1Rlg/Pz+DJ3enT5+WHpc1mKZ6uaIDyVOnTmnMu3fvnkbMQUFB5Y5NvZvoitRjDO7u7mUenAFAly5dpMf//vsvlEql1AmBuiNHjuDdd9/FwYMHtQ7toI0uXVa3adOmzDLq7+mim/PVqb8unTt3hq2trU7xldeRI0ekxzt27NDpS1U97sTERI15ffv2hYODAzIyMnD69Gm0aNECY8aMQb9+/dChQwetr4cxyb1PPs7S0lKn94E+HB0dpceGGicsOzsbH3/8MZYtW6Zz9+xydeP+4MEDjaENvvjiC51+tFIfpuLx96EhvhPU3zudOnXSqXMQ9ffY6dOnpY5AStKhQwedYgWACRMmSJ1MrVq1Smtyp96RSkhICKysrHSuXxcuLi74+uuviz3/8OFDfPbZZ5g/fz7+/vtvdO/eHdu2bSsz0dFVZf4MV3/v+fn56dR5TefOnQ2W3AUGBmr82GFsDx8+RHh4ONatW6fzEAOGGCJCvXOfInl5efjuu+8wY8YM3LlzB6NHj8aNGzfw/vvvy77+yorJHRnEF198gVOnTuHixYtQKpXYuHEjNm7cCIVCgZYtW6J79+4IDg5Gv379SvxFTf2DoH79+jqt9/He9Ayh6FciAPDx8dFpGfVxsh7/gLt375702NraGnXr1i13bOp1NW7cuNz1GIP62aDSeHt7S49VKhVSUlKKjbO0evVqjB8/XucDgiK6fCk5OzuXWUY9udE2vpuxX5eiXv0ASAeK+khJSdH4383NDWvWrMGIESOQl5eHW7du4cMPP8SHH34IW1tb+Pv7IzAwEM8//7xeB7JykXuffJyrq6ssPQKqU+/5teisrpxSUlLQs2dPvX8tl2ssKPUeYQFg6dKletfx+PvQEN8JFX3v5OXlIT09vVgvoeo8PDx0qhcAnnvuOTRo0AAJCQk4deoUzpw5g7Zt20rzs7OzsWnTJun/cePG6Vx3Rbm5ueGzzz5DnTp1MH36dOTm5mLEiBGIi4srdft1Udk/w9XfJ+X57qpObty4gaeffhoJCQl6LWesceasrKyksVi7desGpVKJOXPmoGfPnjr/+FfVcRBzMojatWsjNjYWc+fO1UhWhBC4cOECli9fjqFDh6Ju3br49NNPNU7jF1H/NVtb1+zaGONSMfW4dF2fernHP+DkvDzLmJd6VVR5X9PH2+/ChQuYNGmSdFDw5JNP4ssvv0RsbCySkpKkS3qK/tQvidRlgPTyXiJbUszGeF20/fKsD/VL9ooMHToUJ06cwIsvvqhxpiA7Oxv79+/HvHnz0LFjR3Ts2BEHDhyo0Pr1Jfc++ThDnGlVTxB0GVRdX2FhYVJiZ21tjUmTJuG3337DlStXpMsyi/aJosvcAN32CV1U9D0IFH8fGuI7oaLvHUDe94+ZmZlGwqZ+lg4AfvrpJ6ltu3TpYpJL76dMmYJmzZoBKEx61q1bV6H6qsJneGU9HjGFESNGSImdk5MTZsyYgT/++APx8fHIyMiASqWSXiv1y5bl+mzRlb+/v3Q5phACX3zxhVHXb0pM7shgHBwcMGfOHCQmJiI2NhYLFy7EoEGD4O7uLpVJSUnBrFmz8MILLxT7xU79gzErK0undWZmZsoTfCnUD851XZ96OfXLsR7/v6KXZxnjUq+S6PvBXd7X9PH2++KLL6SDwL59++LEiRN444030LFjR3h4eBQ7M2ysXw/VGft1Ud93/v77b40DI13+SrqMrU2bNvjhhx9w//59bN++HTNnzkSXLl00fvU+efIkgoKC8OOPPxp6MyVy75PG0K1bN+lxUlKSrJeT37p1Szq7Y25ujujoaCxbtgwDBgxA06ZN4eDgAHNzc6m8IfYJ9fegi4uL3u9BIQSioqJKrFOu74SKvncA+d8/48aNk16f77//XrrXC9BM9ox51k6dmZkZnnnmGen/il56WBU+w9XfJ5XpeMTYDh8+LL3ejo6OOHbsGBYsWIDg4GA0bNgQ9vb2GpesmuK1Uqd+yXB1v/9RHZM7MjgzMzN07NgR06dPxy+//IJ79+4hJiYGgwYNksr8+uuvGoPcAtBIAm/evKnTutRv3jUU9UtsdL0s4caNG9Jj9e0CCm/OLpKbm1vsciZ9qNel/mt8eagfsGs7k/M4fX+p17Xt1MuZm5vD1dVVY/7u3bulxx988EGZ93+pvxbGIufrou/6rly5Inv9Tk5O6NevHz777DMcPnwYycnJiIqKks5GFRQU4PXXX0d2drbs69ZG7n3SGIKCgjTOKGzYsEG2uvfs2SP9WNa3b98yO7QyxD6h/h589OiRxmVt5WWI74SKvnesrKxkT+7q1auHPn36ACi8t+mXX34BAFy9elU6K+7g4FDqYNuGpv45/ODBgwrVVRU+w8vzPnn8ntHqQP21Cg0NRcuWLUstb4rXSp2c79OqhMkdGZ2ZmRkCAgLw888/49lnn5We/+233zTKPfXUU9Lj48eP61R3bGysLDGWpl27dtLjw4cP67SM+i9Gj/fk5+npqXGJ1p49e8odW+fOnWWpB9D8NVqXD8Wi3tt0lZycjLi4uDLLqXdG8sQTTxT74le/v6x169al1pWamop//vlHrzjloP66HDlyxOBJT6dOnaTHRT0PGpKTkxNGjx6NPXv2wNraGkDh66vesYshyb1PGoOPj490AA8A3377rc5nBMqizz4BwCCX0Xp5eWncmxQdHV3hOg3xnaD+3jl+/LjWWwQep/7eadeunSyX/T1u4sSJ0uOis3WrV6+WkvaXXnrJpJfeq/8IqX7/aHlUhc9w9fdebGysTleqqH93VVb6vncrw2eLPuR8n1YlTO7IZBQKBfr16yf9r97pBAD06NFDenzs2DFcu3at1PoOHz5s8J4yAc0u40+fPo0zZ86UWv7xG+DVly+ifpAXGRmp903l2urZvXs3Lly4UK56AKBRo0bSY106ZSjqRlof3333XZll1q5dKz3W1gOo+iUgZR0cr1y5UuvN8obWuXNn6RfE9PT0Ct+jUpb+/ftLjzds2ICkpCSDrq9Io0aNNL7wH9+nDcUQ+6QxvPvuu9LjhIQEvPPOO+Wq588//9T4X599IisrS+f3o/rlcbrsR+qf74sXLy7351oRQ3wndO3aVfpB4v79+9ixY0ep5YUQGp9Jhnrv9O3bV+oMZvfu3bh69arGek11SSZQ2ImMerLeqlWrCtVXFT7Du3btKt1rfO/evWL73OPi4uJ0/qHJlPTdp/V5rW7fvl3sR3tj2759u/S4ou/TqoTJHckuPT0deXl5OpVVv7zh8R7F2rRpI/W8J4TA9OnTSzw4yM/Px9tvv13OiPXTsmVLjcuc3njjjVI/FN9//33p4NrJyQmvvPJKsTJTp06VPjSPHDmCzz77rFyx+fv7S71BCSEQEhJS7nu8/Pz8pF/1jh07VmqiuHTpUpw7d07vdSxcuBBXr14tcf7333+v8Sv5+PHji5VR733y119/LbGuK1euICIiQu8Y5WBtba3Rpfk777yDS5cuGWx9L7zwApo2bQqg8At45MiROh8QZWRkFLtXRNcurPPz8zV+KdWnl8CKMMQ+aQzdu3fXeF98/fXXenXXnZycjKFDh+Kjjz7SeF59n9ixY0epl1XPmDFD5yRcvbt4XS6BnzFjhnTv2IkTJ/Ta/+7evVvsOUN8J7i4uGhc3vj222+Xep9QZGSk9OOBmZkZJkyYUOY6ysPc3Bxjx44FULito0aNktrc19dXY4iYikpNTdXpjGWR999/X+MMzpAhQyq0/qrwGe7q6qqxnW+//XaJV2AIITBlypQK/5hhDPru07q+ViqVChMnTtS4X7Si8vPz9br9Y+fOnRq3+7zwwguyxVLpyTESOpG6vXv3ijp16ojw8HDx77//ai2Tn58v1q9fL6ytrQUAAUB8//33xcrt3LlTmg9AjB07VqSnp2uUefDggRg0aJAAoFHfnDlzDLF5QgghDh8+LMzNzaV1DRgwQNy7d0+jTG5urpg9e7ZG/AsXLiyxzrfffluj7OTJk8WDBw+0lj1+/LgYPXq01vY9efKkRju0a9dOHDt2TGs9d+7cEfPnzxeff/651vk9e/aU6mnbtq1ITEzUmK9UKsWCBQuEubm5xjoDAwO11rd3716pjJWVlQAgGjVqJI4fP16s7Lp16zTqHDlypNY63333XamMq6ur2LVrV7Eyf/31l6hbt64AIOzt7aXya9as0Vrn6NGjyyyjbs2aNVL50aNHay2TmpoqmjRpIpVzd3cXGzduFAUFBcXKZmZmig0bNogxY8ZorUv9fVKSP//8U+M92rlzZ63tXOTMmTPi3XffFa6uruLs2bMa80JDQ0W3bt1EVFSUePjwodblk5KSxKhRo6T1OTk5iaysrBLXp4vAwECpvr1795ZaVu59Mj4+Xirj4+NToe0oTW5urujatatGTAEBAWL37t0iPz9f6zJXr14V4eHhwtHRUev+9vDhQ2FnZyfVN2LECJGSkqJRJjU1VUyYMKHYPlHatj733HNSuc8++0yn7ZszZ47Gto0ePbrY50iR/Px88eeff4pRo0YJLy8vrWUM8Z1w9epV4eDgIJXr0qWLuHr1qkYZlUolvvzyS4332BtvvFHiduuyj5blxo0bwszMTKOusr5HyuOXX34RLVq0EEuXLhVJSUkllrt69aoYOXKkRiwlfS7ro6p8hp8/f17j/dS7d29x584djTJpaWnS52DRd1xpdepDfV8q6TtWX0ePHpXqrFOnjnj06FGp5S9cuCAUCoW0zIwZM4p9zt+5c0cMHDiw2GtV0ZhTUlKEq6ureP/998XFixdLLPfw4UPxwQcfaLxWTZs2FTk5ORVaf1XC5I5kp34AD0B4enqK5557ToSGhorx48eL/v37Cy8vL40y3bt3FyqVSmt9r7/+ukZZJycnMWjQIDFhwgTRr18/6SCmUaNGYurUqVK5iIgIg27n/PnzNeKytrYWzz33nJgwYYIYOnSocHd315g/ePBgrQfyRZRKpRgwYIDGMlZWVqJHjx4ltt3p06e11rV+/XphYWGhUVeLFi3Eyy+/LCZNmiRefvll8eSTT0oHDlOmTNFaz9GjRzUOLmxtbUX//v3FxIkTxdChQ0Xt2rUFAOHg4CC++uorvZK7wMBAMWTIEAFAKBQK0alTJzF27FgxcuRIjSQIgGjWrJlITk7WWue9e/eEh4eHRvn27duLkSNHilGjRonWrVtLzz/77LMaCYgxDwyEKEygitpMff8YPHiwmDhxoggJCREBAQHC1tZWAIUJtTa6HjguX75c42C0qC2HDRsmJk2aJEJCQkRwcHCxmB5P7tTbw9zcXPj6+oqhQ4eKCRMmiJEjR4oePXpoHMgAEMuXLy+z3cqiT3InhLz7pLGSOyGEyMrKEi+++GKxg3hXV1fpPTt+/HgxYMAA0aJFi2Ll+vfvX6zO8PBwjTJubm6iT58+Yvz48aJfv37SQZe5ublYu3atTtu6YsUKqZxCoRBBQUFi8uTJYsaMGdLf48l/QUGBxvunaJ0dO3YUI0eOFK+++qp45ZVXREBAgEaCVatWrRLjMMR3wqZNmzT2FQsLCxEUFCTGjx8vhg8fLurXr6+xzs6dO4vs7OwS69N1Hy1Lnz59in0n3L9/v0J1Pu6XX36R6jczMxPNmzcXgwYNEmPHjhWTJk0Sw4YN0/gcLfoLCAgQaWlpFV5/VfoMX7JkSbHPmD59+ogJEyaIQYMGCScnJwFAuLi4aCRjcid3devWFWFhYXr93bx5s1idKpVKNGjQQKq3Tp06IiQkREyfPl3apzdt2qSxTEhIiEYbeHl5ieeff16MHz9e9OrVS/oucHR0FMuWLSvzuEBXKSkpGuutW7eueO6550RISIh49dVXxciRI0Xnzp2LfRfVqVNHnD9/vkLrrmqY3Mns559/Fr169RJubm7CxsZGNGzYULz88ssiISHB1KEZzdGjR4slFqX9DR06tNQvCJVKJSZPnqzxa9Hjfy1atBAXLlzQ+FV+0aJFBt/WlStXSh/mJf2Zm5uLKVOmlPgr/OPbOnv2bI1fnEqr98KFCyXWtXv3btGoUSOdXoP33nuvxHpWrVpVLEF4/IP9wIEDxRI3bR4vk5aWJp5//vlSY+vQoYPWLyV1hw8fLnbg/vjfoEGDxKNHj3T60jfUgYEQQly/fl08/fTTOr0uAQEBWuvQ58Bxz549olmzZjrvj61btxa3bt3SqGPy5Mk6L+/o6ChLYieE/smdEPLtk8ZM7oQoTIK+++470bRpU53b2svLS8yfP1/rL9L5+fnFDsIe/3NxcRG//PKLztuqVCpFUFBQqXXGx8drXfarr74Srq6uOm2XQqEQzz//fIlxGOo7Ydu2bcLT07PM+IYPHy4yMzNLrUuffbQ06okXUPh9KbfHz4aW9WdlZSVmzZpV4TPz6qrSZ/jChQuLJRDqf56enuLgwYN61amLx8+C6/tX0o/BO3bsKPWY4/HYMzMzRXBwcKnrql+/voiJidHpuEBXqampeh1bAhBDhgwp8/ihOmJyJ5OCggIxceJEAUA0adJEvP766+Kdd94Ro0aNEg0aNBAHDx40dYhG9fDhQ/HDDz+IN998U3Tv3l3UrVtXWFtbCwsLC+Hm5ib8/PzEG2+8UeLlgtocPHhQjBgxQjRo0EBYW1uL2rVriy5duoglS5ZIl+W8+uqr0k69evVqQ22ehvv374uPP/5YdO/eXXh6egpLS0vh5uYm2rZtK2bMmCHOnTund50JCQli3rx5onv37sLLy0tYWloKW1tb4ePjI/r27SsWLlyo0wdWXl6eWLdunRg2bJho3LixcHBwEJaWlsLd3V107txZTJs2TRw4cKDMes6dOyfGjRsnGjVqJGxsbISLi4to166d+PDDD6VfkcuT3AlRuO/8+OOPon///sLb21tYWVkJDw8P0bNnT7Fq1SqdkmIhCn/9nTVrlnjiiSeEnZ2dsLOzE02aNBHDhg0Tv/32m1TO1AcGRf766y8xadIk4evrK1xdXYW5ublwcnISbdq0EaGhoeLHH38Uubm5WpfV98BRpVKJn376SYwZM0a0atVKWp+jo6No2rSp6N+/v/j4449L/PIXovCSpC+//FK88sorom3btsLV1VVYWFgIGxsbUa9ePREcHCwWLFhQ7FLIiihPcieEPPuksZO7IkqlUvz+++9i2rRpwt/fX3h7ewtbW1thY2MjvLy8RJcuXcSbb74pdu7cqdO+sW3bNjFgwABRu3ZtYWlpKWrXri06duwoPvjgAymJ12db8/LyxLJly0Tv3r1FnTp1ih3klpTcCVF4yVpkZKQYNGiQaNSokXBwcBAWFhbC1dVVtGnTRrz88sti2bJlOv8YaojvhPT0dLFkyRLRu3dvUbduXWFlZSWcnZ1Fq1atxOuvvy6OHj2qU2xyJXd5eXkaB97aLlmUQ2Jioli1apWYMGGC6Ny5s/D09JS+s11dXUWLFi3EsGHDRGRkZIlXUVRUVfoMP3funHjttddEkyZNhI2NjXBzcxPt2rUT8+bNkz4Dq0pyJ4QQ//77r3j11VfFE088IRwdHTV+ONEWu0qlEt99953o1auXqFWrlrC0tBReXl4iICBALFq0SDqDL2dyJ0RhgrdlyxYxffp0ERQUJHx8fISdnZ30/Vl0jBQRESGuXLlS4fVVVQohqsAdn1XAl19+iSlTpiAsLAxLlizRGCAWKLwR1MLCwkTR1RwBAQFSD1VHjhzR6IKeTG/fvn1Sj5eBgYHYt2+faQMiomqtqn8nqH9ment74/r16xo9FhIRPY6fEDLIzs5GREQEGjdujMWLFxdL7AAwsTOChIQEHDt2DEDhwLJt27Y1cURERGQq1eE7YeXKldLjsWPHMrEjojJV+U+JpKQkbN++HeHh4ejTpw/c3d2hUCigUCgQGhqqV10JCQl466230KpVK9jb28PNzQ3+/v5YsGBBqeN5/Pnnn3j48CEGDRoElUqFn3/+GZ9++imWLVum0yDNVHFCCEydOlXqznngwIGwtbU1cVRERGQK1eE74fbt2/jpp58AFA6NoG0oGCKix1X500menp6y1LNjxw6MGDFCYwyNrKwsxMbGIjY2FitXrsTOnTs1xvgocuLECQCFZ+fatm2rMX6VmZkZpk2bhgULFsgSZ0309ddf49GjRxgzZow0qKu6hIQETJs2Db/88guAwjafPn26scMkIiIjqAnfCSqVClOnTpXGCRs2bBjq169v4qiIqCqo8smdOm9vb7Rq1QrR0dF6LXfmzBkMGzYMWVlZcHBwwKxZsxAUFITs7Gxs2rQJK1aswKVLl9CvXz/ExsbCwcFBY/miwXAXLlyI9u3b4/jx42jVqhVOnz6NiRMnYuHChWjSpAlee+012ba1JklOTkZERATmzJmD1q1bw9fXFy4uLsjKysLly5dx8uRJjUF6Z82aVeXuqyAiIt1U1++EzZs3IzY2FhkZGdi/fz8uXrwIALC2tsbcuXNNGxwRVRlVPrkLDw+Hn58f/Pz84OnpievXr6NRo0Z61TF16lRkZWXBwsIC0dHR6NKlizSvZ8+eaNasGWbOnImLFy9i0aJFCA8P11i+oKAAQOE1/Vu3bkXdunUBAN27d8dPP/2EJ598EgsXLmRyV0EFBQU4e/Yszp49q3W+tbU15syZg1mzZhWbt2TJEly5cqVC6+/cuTNGjhxZoTqIiEgeFflOqIx+//13rF27ttjzCxcuRPPmzU0QERFVRVU+uYuIiKjQ8rGxsVKPfePGjdNI7IrMmDEDa9aswYULF7B48WLMmjULlpaW0nxnZ2cAQMeOHaXErkjr1q3RuHFjxMXF4dGjR3BxcalQvDXR22+/DV9fX/z555/4559/kJSUhOTkZOTl5cHNzQ3NmjVDz549MX78+BIvW/nll1+wf//+CsWRkZHB5I6IyMTk+E6o7BwdHdGhQwdMnz4dAwYMMHU4RFSFVPnkrqK2bt0qPR4zZozWMmZmZggJCcGsWbOQkpKCffv2oXfv3tL8Fi1aAECJiVvR89nZ2ToldwUFBbh9+zYcHR2hUCh02o7q7rnnnsNzzz1XZrm0tDStzxfdVF8RSqWyxPpJN+3bt9e4r5XtSUTlUdHvhMroyy+/xJdfflns+aq0DURkGEIIpKeno27dumX2mlvjk7uDBw8CAOzt7dGhQ4cSywUGBkqPY2JiNJK7ojFoLly4UGw5pVKJuLg42Nvbw8PDQ6eYbt++DW9vb53KkvFs2LABGzZsMHUYRERERFQDJSYmlnlFQo1P7ooSsqZNm5Y6Fl3Lli2LLVOkSZMmCA4ORnR0NFauXKnRXfGnn36KR48eYeTIkTqPdefo6Aig8AV0cnLSeVsMQalUIjo6GsHBwRqXopJhsd0N4O+/gcBAYP9+4Kmnis1mmxsf29z42ObGxzY3Dba78bHNDSctLQ3e3t5SjlCaGp3c5eTkIDk5GQDKzIJdXV1hb2+PzMxMJCYmFpu/dOlSdO3aFRMmTMDWrVvRsmVLnD59Gnv27IGPjw/mz59fYt25ublSd8cAkJ6eDgCwtbU1+bg8FhYWsLOzg62tLXdUI2K7G4CNDSwBKG1sAC37Fdvc+Njmxsc2Nz62uWmw3Y2PbW44SqUSAHS6XatGJ3dFSRSAYsMbaFOU3GVkZBSb16RJE5w4cQLh4eHYtWsXoqOjUadOHYSFhSE8PBy1a9cusd5PPvlEa8cw0dHRsLOz03FrDOvPP/80dQg1EttdPs5Xr6IHgEMxMUi9c6fEcmxz42ObGx/b3PjY5qbBdjc+trn8srKydC5bo5O7nJwc6bGVlVWZ5a2trQEUdoyijbe3N9asWaN3HLNmzdIYYLXo1GtwcHCluCzzzz//RO/evfkrjBGx3Q3g9GkAQEC3bkC7dsVms82Nj21ufGxz42Obmwbb3fjY5oajT8dKNTq5s7GxkR7n5eWVWb7o0km5L5W0traWEkd1lpaWlWbnqEyx1CRsdxn9d8+rpYUFUEqbss2Nj21ufGxz42Obmwbb3fjY5vLTpz1L70uzmlO/KVHbpZaPy8zMBKDbJZzlERkZCV9fX/j5+RmkfqIa7YkngMTEwikRERFRNVSjkzsbGxu4u7sDAG7evFlq2ZSUFCm5M9QwBWFhYTh//jxiY2MNUj9RjWZlBdSvXzglIiIiqoZqdHIHAK1atQIAxMXFIT8/v8RyFy9eLLYMEVUh164BL75YOCUiIiKqhmp8ctetWzcAhZdcnjx5ssRy+/fvlx4HBAQYPC4iktmjR8BPPxVOiYiIiKqhGp/cDRo0SHpcUk+XBQUFWLduHQDAxcUFQUFBBomF99wREREREVF51fjkzt/fH927dwcArFq1CkeOHClWZuHChbhw4QIAYMqUKQbrAYj33BERERERUXlV+aEQYmJiEBcXJ/2fnJwsPY6Li0NUVJRG+dDQ0GJ1LFmyBAEBAcjOzkZwcDBmz56NoKAgZGdnY9OmTVi+fDkAoHnz5pgxY4ZBtoOIiIiIiKgiqnxyt3LlSqxdu1brvEOHDuHQoUMaz2lL7tq1a4fNmzdj5MiRSEtLw+zZs4uVad68OXbs2KExfAIRVSF16wIff1w4JTIyIQSUSiUKCgpMGodSqYSFhQVycnKgUqlMGktNwTY3Dba78bHNtTMzM4OlpSUUCoVR1lflkzu5DBgwAP/88w+WLFmCHTt24ObNm7CyskLTpk3x4osvYvLkybCzszNoDJGRkYiMjOQOQWQIdeoAs2aZOgqqYVQqFZKTk5Geng6lUmnqcCCEQJ06dZCYmGi0A42ajm1uGmx342Obl8zS0hKOjo5wd3eHubm5QddV5ZO7qKioYpdelpePjw8WLVqERYsWyVKfvsLCwhAWFoa0tDQ4OzubJAaiauvRI+DAAeDppwEXF1NHQzWASqVCYmIicnNz4ezsDAcHB5ibm5v0oKegoAAZGRlwcHCAmVmNv+3eKNjmpsF2Nz62eXFCCKhUKmRkZODRo0fIzs6Gt7e3QRO8Kp/cERHp5No1YOBA4ORJoH17U0dDNUBycjJyc3PRoEED2NramjocAIUHX3l5ebCxseHBl5GwzU2D7W58bPOSOTg4wNnZGQkJCUhOToanp6fB1sWWJyIikpkQAunp6XB2dq40iR0REZmOra0tnJyckJ6eDiGEwdbD5I6IiEhmSqUSSqUSDg4Opg6FiIgqCUdHR+n7wVCY3FUiHMSciKh6KOoV09A3zhMRUdVR9J1gyJ6Tec9dJVKZO1SJj48v10GKk5MTPDw8DBARkZ5sbABf38IpkZGwxzgiIipijO8EJndUqqJB4ceETUVenv6nkN0c7bB+zUomeGR6vr7AuXOmjoKIiIjIYJjcUanS09MBAO7+A2HlXFuvZTMf3sP9I1uQlpbG5I6IiIiIyMCY3JFO7F1rw9a9vt7L3TdALETl8vffhWPcHTgAPPWUqaMhIiIikh07VCGimqGgAEhPL5wSERERVUNM7ioR9pZJREREcmvYsCEUCgVCQ0NNHQpVEj169IBCoUCPHj20zlcoFFAoFJg7d65R46KKY3JXiYSFheH8+fOIjY01dShERERVSk5ODpYuXYpnnnkGHh4esLKyQr169dCvXz9s3rxZ53ri4+Mxbdo0PPHEE3B0dIS9vT2aN2+OsLAwnJOxUyaVSoXvv/8e/fr1Q506dWBlZYU6deogKCgIy5cvR35+vmzrIqoJ/vnnH0ycOBHNmzeHvb09nJyc0Lp1a8ycORMJCQl61ZWZmYnIyEg888wzqFevHqytreHp6Yn27dvjjTfeQHR0tIG2ouJ4zx0RERFVaZcuXcLAgQNx6dIljedv376N27dvY+fOnYiKisJPP/0Ee3v7EutZvnw53njjDeTl5Wk8f+XKFVy5cgUrV67E4sWL8dprr1Uo3jt37mDIkCE4evSoxvP37t3DvXv3sG/fPqxYsQLbt2+Hp6en1jpCQ0Oxdu1a+Pj44Pr16xWKh6qHmvyemDNnDj744AMIITSeP3/+PM6fP49vv/0WUVFRGDx4cJl17d27F2PGjMGNGzc0nk9KSkJSUhJOnz6NgwcPIjg4WNZtkAvP3BFRzdCyJXDyZOGUiKqN+/fvo3fv3lJi9+KLL2L79u04deoUtm/fjhdffBEAsGvXLgwfPrzEejZt2oRJkyYhLy8Pzs7OmDdvHmJiYhAbG4vly5ejadOmyMvLQ1hYGH766adyx5udnY1+/fpJiV2vXr3w008/4eTJk4iOjsbEiRNhZmaGEydOoH///sjNzS33uohKsm/fPgghsG/fPlOHUmGffvop5s2bByEEvLy8sGjRIhw9ehRHjx7FokWLUKdOHaSlpWH48OE4fPhwqXX99ddf6Nu3L27cuAFHR0fMmDEDO3fuxMmTJ7Fr1y4sW7YMAwcOhK2trZG2Tn88c0dENYOdHdC+vamjICKZRUREIDExEUDhr/fq9wi1a9cO/fr1w5w5czBv3jxs27YNP//8M4YMGaJRR1ZWFqZMmQIAcHBwQExMDJ544glpfseOHfHSSy+hW7duOHv2LN544w306dOn1LOAJYmMjMTp06cBAGPGjMGqVas0Bjbu3bs3OnfujLFjx+LEiROIjIzE9OnT9V4PUU1w69YtaZ+vW7cuYmNjUbduXWl+p06dMGzYMPj7++P27dt4/fXXcerUKZiZFT+/df/+fbz88svIyclBq1atEB0djfr1i/cUX/QjUGXFM3dEVDMkJABhYYVTIqoWiu5bAwAfHx+8//77WsuFh4ejQYMGAIBPPvmk2Pzff/8dSUlJAIApU6ZoJHZFnJycsGjRIgDA3bt3ERUVVa6Y165dCwCwt7fHF198oZHYFRkzZgwCAgIAAJ9//jkK2MsvkVabNm2Szm5HRERoJHZF6tWrh4iICADAmTNn8Pvvv2uta9asWXjw4AGsra3xyy+/aE3silhZWckQvWEwuSOimiE5GVi6tHBKRNXClStX8OjRIwCFZ7zMzc21ljM3N0fv3r0BACdOnCh2P5J6R2Z9+vQpcX09evSAjY0NAJTr0szs7Gz8+++/AIAuXbrA2dm5xLLPPfccgML78A4ePCg9P3fuXCgUCilJvHHjhtSzofpfaS5evIgJEyagYcOGUkcRgwcPLnYPoL6ioqKk9V+/fh25ublYsGAB2rdvD2dnZzg5OaFTp06IjIyESqUqsz4hBH766Se88MIL8Pb2ho2NDVxdXeHv748PPvhAeu21GTNmDFxdXdG4cWMAhfc5vvPOO2jdujUcHR2hUCiKXZJYUFCAjRs34oUXXkCDBg1ga2uLWrVqoW3bthg7dix27dpVakc3x48fx4QJE9C8eXM4ODjA3t4eLVu2RFhYGK5cuaJzuxUUFGD58uXo2rUrXF1dYW9vjyeffBIfffQRsrKyii1fnvdEWb1l6urSpUt488030bp1a7i6usLLywtNmzbFmDFjcOrUqQrVrQtd992i/QnQvu8+evQIGzZsAAAMHz4cLVq0kDFK4+JlmZVIZGSkzh94RERENd3Dhw+lxyV1PKJt/oEDB9CwYUO967GwsICbmxtu376Nw4cPIz8/HxYWuh9KpaSklCve/fv3IzAwUOf1lObnn3/GqFGjNJKEpKQkbN26Fdu2bcP333+Pl156qcLrSUlJwdChQ3Hy5EmN548fP47jx49j06ZN2LlzJxwdHbUuf//+fQwePBiHDh3SeD43NxexsbGIjY1FZGQkfv31V3Tq1KnUWI4ePYoBAwYguZQf965fv47Bgwfj77//1ng+JycHDx8+xD///IM1a9Zg7969xRKi/Px8vPnmm/jmm2+K1Xvp0iVcunQJK1asQGRkJCZMmFBqrJmZmejduzf27Nmj8fzZs2dx9uxZ/Pbbb9izZ0+5LgmW2wcffIB58+YVS3jj4+MRHx+PtWvX4v3335fOmj1u7ty50rw1a9aUa6gOXffdx/enx23btg3Z2dkAIN2nCwDp6em4e/cunJ2dUbt2bb3jMwWeuatEOBQCERGR7tQPcFNTU0stqz7//Pnz5apHCIG0tDQAQF5eHuLi4owe7+uvv46zZ89i4MCBAArvMyo68Ff/0+aff/7BiBEj4Onpia+//hpHjx7FkSNHMHfuXNjY2EClUmHixIm4f/++XtulzaRJk3Dy5Em89NJL2LlzJ06cOIENGzZIY/nGxMRgxIgRWpfNzMxEYGAgDh06BCsrK0yaNAm//vorTp06hYMHD+Kjjz5CrVq1cO/ePfTp06dYr4bqMjIy8MILLyAnJwfvvfce9u3bh+PHj2PVqlXw8vICUHh2NCAgQErsevbsibVr1+LYsWM4fvw4Nm/ejEmTJsHNzU3rOsaNGycldn369MH69etx/PhxxMbGYsWKFWjdujWUSiUmTpyIbdu2ldpuEydOxL59+zB69Gjs2LEDJ0+exC+//IIuXboAKEyOP/zwQ41lKvKeKK/w8HCEh4cjPz8fXbt2xcqVK3Ho0CHs3bsX3333Hbp06QIhBObNm4evvvpK1nWr03WfUp93/fr1YmdA1c9ad+nSBbt27UJAQACcnJzQvHlzeHp6om7dupg+fXqpPxJUCoIqndTUVAFApKammjoUcenSJbF161YxfP7PYuya43r9Df3sZ9Hx6V4iLi7O1JtR5eTl5YmtW7eKvLw8U4dSfZw8KQRQONWCbW581bnNs7Ozxfnz50V2drapQ9GgUqlESkqKUKlUpg5FFhkZGcLS0lIAEE8++WSpZdu0aSMACABi+PDhGvO+/fZbad7ChQtLrOPkyZNSOQDijz/+KDPGx9vcy8tLABDu7u4iNze3xOUGDBggradLly7F5o8ePVoAED4+PmXG4OPjI9XVoUMH8ejRo2Jl1q9fL5VZtGhRmXVqs2bNGo32+fjjj4uVUSqV4tlnn5XKbN++vViZyZMnCwDC2dlZxMbGal3X9evXpbYcOXJksfkhISHSOhwcHMTff/9dYtyDBg2Syn722WcllsvIyBAPHz7UeO6nn36Sll2xYoXW5bKzs0XPnj0FANGwYUOhVCo15j/ebt99912xOnJycsQTTzwhAIhatWoVq0MI/d4TgYGBAoAIDAzUOr8oljlz5hSbd/z4cWFmZiYAiP/7v/+Tnld/r6tUKjFy5EgBQDg6OoqUlJRi9cyZM0daz5o1a8qMWZtZs2ZJdWzZsqXEclu2bNFo40uXLmnM79Gjh/Se+/zzzzXKPv5Xv359ce7cuXLFW97vBn1yA565I6KaoXZtYNq0wikRVQv29vZ45plnABSeldq4caPWchs3btQ4c5Genq4xv2/fvrC0tAQALFq0SOsv8wUFBXjvvfc0nnu8Hl0UnV1JTk7GwoULtZaJiYnBjh07KrSekqxevVrrvX6vvPKK1BmF+j1+5fXkk0/inXfeKfa8hYUFVq5cKbX30qVLNeYnJydj5cqVAIB58+ahY8eOWutX70Bn8+bNWu9FKzJz5ky0bdtW67yLFy/i119/BVD42sycObPEeuzt7eHq6qrxXFEHPYMHD8b48eO1LmdjY4Ovv/4aQOFZo9KGHxgyZAhGjhxZ7Hlra2tMnjwZAPDgwYNiZ5+N6bPPPkNBQQE6dOiAefPmaS1jZmaGr776CtbW1khPT6/Q8CGlKdqfgML3S05OTrEyOTk5xeJ8fJ8qurwzOzsb77zzDqytrfHpp5/i5s2byM3Nxb///ouQkBAAwM2bNzFw4EBkZGTIvTmyYHJHRDVD/frAokWFU6LK5s4d4NQpzb/4+MJ5OTnF56l3VHDpUvF5Rfeh3L9fbJ7Z1auF81Qq7fUqlYXzr14tPu/evcJ5KSnF51248L+YTp/+3/N37hi06SIiIqT73kaPHo0PP/wQCQkJUCqVSEhIwIcffojRo0dr9G5XdG9Nkfr160sDk9+6dQsBAQH49ddfkZaWhpycHBw9ehR9+/bFrl27Sq1HF++++y6cnJwAAO+99x6mTZuGK1euQKlU4u7du4iMjETfvn0hhJC2qzzr0aZNmzZ48skntc5TKBRo164dAODatWsVXtfo0aO1djcPFLZ30QDQ+/bt0+hr4I8//pAO0IcNG1bqOp5++mkAgFKpLHZvn7qSLv8EgJ07d0oDX0+bNq3U9T3u1q1b0nrLirVVq1Zwd3cHABw5cqRcsXbo0EF6LMdrVB5KpVLqbXLo0KGldt7j4uKCNm3aANC+zXPnzoUQAkKIct1vBxQOdfD8888DKOwJMzAwELt370ZWVhaysrKwe/duBAYG4syZM6Xuu5mZmQAKL7cWQuC7777DO++8g3r16sHKygqtW7fG2rVrMXHiRABAXFwcli1bVq6YDY3JHRHVDBkZwJEjhVOiyubbb4EOHTT/irr1v3mz+Dy1gzyEhhaft3Nn4bwfftB43szPD7ZFZyYyM7XXW9QD4bRpxef9N+wA/vqr+Dz1g9LOnf/3/LffGrLl4O/vj1WrVsHKygpKpRLvv/8+fHx8YGVlJZ3dKSgo0DhLpq0Tj/nz52PAgAEAgMuXL2PQoEFwdnaGra0tunTpgj/++AONGzfGm2++WWo9ZfHx8cGPP/4IR0dHCCGwePFiNG/eHFZWVvDy8sLkyZORnp6OTz/9VOqZszzr0aZly5alzi+6p0yOM4VF99aVxN/fH0DhGIPqicqJEyekx15eXlp7fSz6Ux+y4u7du1rX4+DgIPWYqU3RmIOWlpbo3Llz2RumRj3W4cOHlxqrQqGQzgiXFCtQ+mukfs+fnGdz9XH+/HnpLOmsWbM0ts/c3Byurq4wNzeXnitqo9K2uaLWrl0rvXbHjx9Hr169YG9vD3t7e/Tq1QvHjx+Hn5+fRuL8+D5VtK8BQOfOnTU6VVH38ccfw9raGgBKvFLA1NhbJhHVDJcvA127AidPcjBzqnwmTQL++/VZUnT5V/36he/bkkRFFSZq6op6ghw2DPivIwag8NLCbIUCDgBgb6+9XheXwukXXwBqA4IDAOrVK5z26lV8WVvb/z0+ehT472wI/uu0wpBCQkLQtm1bfPTRR9i1a5d04GtmZoagoCB89NFHGh0vPH5pHVA4btWvv/6KtWvX4uuvv8bp06el8eVcXFwwatQofPDBB/jggw9KrUcXwcHB+Pvvv/Hxxx9j69atePDggTSvc+fOCA8Px9NPPy1d1lje9TzOzs6u1PlFZ9rk6LW7rJ4F1XsvVO/xsGi8QX2VdFmmS9H7uQRFCZebm5t00K4ruWMFSn+N1M+EmqpndUNsc0W5uLhg//79WLp0KVasWKFxyWqdOnUwYcIEvPfeexrJ3eP7lHqyV9qQCrVq1ULHjh1x6NAhnDlzBkqlUrrEuLJgckdERGRqXl4lJ0E2NqX/IFHaeEweHoV/RQoKUPBfb48wNy+93iZNSp7n6vq/5FOb/y7vM6a2bdvihx9+gEqlwp07d5CTk4O6detKB8tFY1gBgK+vr9Y6FAoFQkNDERoaioyMDNy7dw9WVlaoW7euNIbeP//8U2Y9umjcuDFWrlyJFStW4O7du0hPT0edOnWkSzYPHz4sy3pMpayx9oouhXxcUdJiZWVV6qWWjytpwOmSxj58XFnxaqOeYH3//fclXvL6OLmSdVNQ3+b58+drjB9XUFCAjIwMODg4FLsk19BDN1hZWWHq1KmYOnUqUlNTkZSUBAcHB9SpU0d6bYv2XUdHx2LvF29vb6nHzNIGLy8qCxS2xYMHD1CnTh25N6dCmNwRERFRtWFubq714CwmJkZ6XNa4aEDh5XwODg4az+Xl5eH48eMACpOzonuoKkKhUMDLy0vqlr+88VY29+7dQ/PmzUucr34GSP1yw1q1agEobOtatWoVaxe5Fb2GDx48QF5ensZ9WWUpihVAsctEqyv1bVYqlRrbXFBQgLS0NDg5OZV4v6UxODs7F+s06N69e9LQJX5+fsXia926NX788UcAZZ8VVZ+vzziXxsJ77iqRyMhI+Pr6lnmdOhEREekuLy9P6q2vXr166Nq1a7nq2blzpzReVlkdaFRU0ZlGW1tb6V5AdeU502RMZY3ZWzTfzs5O4564dmpnfaOjow0TnJr2/529ViqVpXZ0oo2xYy2LMd4TrVu3lhLgyrDNutq4caN0tljbvlvUOQ8AXC3qdKoERfNtbW1LHPvQlJjcVSIcxJzIgCwsAHf3wikR1ShLliyRBuZ+9dVXdb5UT11+fj7mzJkDoLDzjQkTJsgao7off/wRZ86cAVA4RIG2+8aKOoDIzc01WBwV8d1335V46eWtW7ekxKBHjx4ar0efPn2ke5i++OIL5OfnGzTOfv36SUnRF198odeyTZs2lS6Z3bRpExISEmSPTx/GeE/Y2dlJw48UDQhf2aWlpeGzzz4DUHh/3iuvvFKszNNPPw2P/y5h37p1a4nv3fj4eGmw+65du5r0DGVJKl9ERESG8OSThd3C63hPBBFVHaUdVG/btk0an65Zs2Z46623tJZLTk4usdOHvLw8jB07Vrpn55133imxB8YePXpIPQVev35d73iPHTsmjZfm5uaGjz/+WGu5ossVk5KSTNZzYmn+/vtvzJ8/v9jz+fn5mDBhAvLy8gBAGoKiSL169TBmzBgAhV3bT5o0qdQELykpSRoXrzyaN2+OwYMHAwB+/fVXrTEXyczMREpKisZz//d//wegcCy1IUOGSD8iaJObm4ulS5dqHYtNDsZ6T7z33ntSQvzyyy+XeqZLpVJhw4YNuHnzZrF5c+fOlfaVqKiocsdz584dKIuGcHlMeno6XnjhBam3zgULFmjtfdbc3Fz6bLh06ZKUDKpTKpV4/fXXpY6WXn311XLHbEj8CZuIiIiqtCeeeAJdunTBiy++KF02dv36dfz444/YvHkzgMJOLDZv3qzR5bm6ffv2YcKECRgxYgR69eqFBg0aICsrC6dPn8ayZcukHviCg4OlwbPLq1+/fnB0dMQrr7yCtm3bwt7eHrdu3cJvv/2GqKgo5Ofnw9raGhs2bCix18miS0sLCgrw6quv4o033kCtWrWkg+6mTZtWKMaK6tixI9555x38/fffCAkJQe3atXHlyhUsWrRIOtszYMAA9O/fv9iyCxcuxOHDh/Hvv/9i9erVOHr0KCZOnIgOHTrAwcEBjx49wrlz5/DXX39h586daNOmTYkDiOti6dKlOHr0KG7fvo2ZM2di165dCA0NRcuWLaUkfd++fdi0aRN++ukn9OjRQ1p2+PDh+OOPP7B27VqcPHkSvr6+mDRpEgIDA+Hh4YHMzExcvXoVBw8exM8//4yHDx9Kg2HLzVjviYCAAISHhyMiIgLx8fF46qmnMG7cOPTq1QtOTk6wsLBAQkICjhw5gp9++gm3b9/G2bNny+yopLy+//57LFiwAKNHj0ZgYCC8vLyQlpaGo0ePYunSpdKPKWPGjMG4ceNKrOfNN9/E5s2bcerUKcyaNQvnzp3DyJEj4eHhgbi4OCxatAjHjh0DAPTt2xcvvPCCQbanopjcEVHNcO4cMHAg8OuvQOvWpo6GiGRUUFCA6OjoEu8B8vX1xfr16zXukdLm0aNHiIyMRGRkpNb5oaGh+Oabb/TqdEMbIQSOHDlS4j1e9evXR1RUlHT5mzY9e/ZE586dcfToUWzYsEGjN9CidZjS8uXLMW7cOGzcuFHreGABAQH4vmjcxMc4ODhg//79GDFiBHbt2oXz589j6tSpJa6rqIfR8vL09MTBgwcxcOBA/Pvvv9izZw/27Nmj8/KrVq2Cp6cnFi5ciOTkZHz00Uf46KOPtJa1t7cv12XBujDme2Lu3LlwcXHBu+++i4yMDCxZsgRLlizRWtbKyqrEH1Xkcu/ePXz++ef4/PPPi82zsLDAjBkzSjwLXsTGxgbbt2/HgAEDcPLkSaxfvx7r168vVq5v377YtGlTpb3vlckdEdUMubnA1auFUyKqVlauXIno6GgcP34cd+7cQUZGBjw8PPDkk09i6NChGDVqVJljUXXv3h3z58/Hnj17cPHiRdy7dw9mZmaoW7cugoKCEBoaqvcg1yVZsGABtm3bhkOHDuH27dt49OgRatWqhZYtW2Lw4MEYO3ZssZ46H2dmZobo6Gh8/vnn2LZtG65evYrMzEyTJ3VFXF1dcfjwYSxevBibN2/G1atXIYRAq1atEBISgtdee63UJMfNzQ2///479uzZg/Xr1yMmJkYa4sLJyQlNmjSBv78/+vXrh+Dg4ArH27hxY/z9999Yv349fvzxR5w6dQoPHjyAk5MT6tWrB39/f7z00ksaHW8UMTc3x2effYZx48Zh+fLl2LNnD65fv460tDTY2dmhQYMGeOqppxAcHIzBgwfDVn1MSBkZ+z0xdepUvPjii/j222/x559/Ii4uDo8ePYK1tTXq1auHNm3aoHfv3njhhRdk6Vm2JEOGDEFOTg727NmDq1evIikpCdbW1qhfvz6Cg4Mxbtw4tNbxR10vLy8cPXoUq1atwsaNG3H+/Hlp//T390doaKh0GW9lpRCV5VOAJGlpaXB2dkZqamqFf42qqMuXL+PChQvYfKUAtu76nU5PS7qJ6zuWYtPqZWhS2nhJVIxSqcTOnTvRt2/fSjc4ZpV16hTQoUOJg5izzY2vOrd5Tk4O4uPj0ahRI4P/Yq2PytJVeU1Sk9o8KipKul8uPj4eDRs2NFksNandKwu2ednK+92gT27AliciIiIiIqoGmNwRERERERFVA0zuiKhmaNoU2LWrcEpERERUDbFDFSKqGZycgGefNXUURERERAbDM3dEVDPcuQPMnVs4JSIiIqqGmNwRUc1w5w4QEcHkjojIQEJDQyGEgBDCpD1lEtVkTO4qkcjISPj6+sLPz8/UoRARERERURXD5K4SCQsLw/nz5xEbG2vqUIiIiIiIqIphckdERERERFQNMLkjoprB1RUYMaJwSkRERFQNcSgEIqoZGjUC1q83dRRUwwghTB0CERFVEsb4TuCZOyKqGXJygLi4wimRgZmZFX69FhQUmDgSIiKqLIq+E4q+IwyByR0R1QznzwPNmhVOiQzMwsICZmZmyOGPCURE9J+cnByYmZnBwsJwF08yuSMiIpKZmZkZ7OzskJGRYepQiIioksjIyICdnR3P3BEREVU1Tk5OyMrKQkpKiqlDISIiE0tJSUFWVhacnJwMuh52qCKThg0b4saNG1rnTZo0CcuWLTNyREREZErOzs7Izs7G3bt3kZmZCWdnZ1hYWEChUJgspoKCAuTl5UmXBpHhsc1Ng+1ufGzz4oQQyM/PR2pqKtLT0+Hq6gpnZ2eDrpPJnYycnZ0xderUYs937NjR+MEQEZHJeXp6wsrKCo8ePcLNmzdNHQ6EEMjOzoatra1Jk8yahG1uGmx342Obl8za2hqenp5wNcJwTEzuZOTi4oK5c+eaOgwi0qZ9e4Dd0pORKRQKuLm5wdXVFfn5+VCpVCaNR6lU4sCBA3j66adhaWlp0lhqCra5abDdjY9trp25ublRr9pgckdERGRgCoUClpaWJj/gMTc3R35+PmxsbEweS03BNjcNtrvxsc0rhyp/QWxSUhK2b9+O8PBw9OnTB+7u7lAoFFAoFAgNDdWrroSEBLz11lto1aoV7O3t4ebmBn9/fyxYsABZWVllLp+bm4u1a9fi448/xjfffIMzZ86Uc6uISHaXLgFduhROiYiIiKqhKn/mztPTU5Z6duzYgREjRiA1NVV6LisrC7GxsYiNjcXKlSuxc+dONG7cuMQ67t69WyyhfO655/Ddd9/B3d1dljiJqJwyM4GjRwunRERERNVQlU/u1Hl7e6NVq1aIjo7Wa7kzZ85g2LBhyMrKgoODA2bNmoWgoCBkZ2dj06ZNWLFiBS5duoR+/fohNjYWDg4OxeoYO3YsAgMD0bp1a1hbW+P8+fOIiIjA77//jueffx6HDh2qkTeXKvPySuxFtDROTk7w8PAwQERERERERNVTlU/uwsPD4efnBz8/P3h6euL69eto1KiRXnVMnToVWVlZsLCwQHR0NLp06SLN69mzJ5o1a4aZM2fi4sWLWLRoEcLDw7XGoa5Tp07Yvn07AgMDERMTg507d6Jfv37l28gqKjcjFdfjr2Hq7LmwtrbWa1k3RzusX7OSCR4RERERkY6qfHIXERFRoeVjY2Oxb98+AMC4ceM0ErsiM2bMwJo1a3DhwgUsXrwYs2bN0ulGUTMzM4wZMwYxMTE4dOhQjUvulLnZKFBYwL3zENSq66PzcpkP7+H+kS1IS0tjckdEREREpKMqn9xV1NatW6XHY8aM0VrGzMwMISEhmDVrFlJSUrBv3z707t1bp/qL7rXTpUOW6srO1QNOtevrtcx9A8VCNVjDhsB33xVOiYiIiKqhKt9bZkUdPHgQAGBvb48OHTqUWC4wMFB6HBMTo3P9x44dAwA05AElkWm5uQEjRxZOiYiIiKqhGp/cXbhwAQDQtGlTWFiUfCKzZcuWxZYpcv78eTx69KjYMjExMVi0aBGsra0xZMgQeQImovK5fx+IjCycEhEREVVDNfqyzJycHCQnJwMA6tcv/bJBV1dX2NvbIzMzE4mJiRrzfvjhB3z++ed45pln0LBhQ1hbW+Pff/9FdHQ0zMzMsGzZMjRo0KDEunNzc5Gbmyv9n5aWBgBQKpVQKpXl3TxZqFQqAICFGWCBAr2WtTRXwMbGGpZ6LmtpBlhZWUKlUpl8+02laLtr6vYbRHw8LCdPhtLPD3BxKTabbW58bHPjY5sbH9vcNNjuxsc2Nxx92rRGJ3fp6enSY23DGzyuKLnLyMjQeD4oKAgXLlzAqVOnsH//fuTk5MDT0xMvvfQSpk2bBn9//1Lr/eSTT7R2DBMdHQ07Ozsdt8awXmhiBuCufgt18sK4Tp/9948ey7qaAc0m4cKFC8XOktY0f/75p6lDqDacr15FDwCHYmKQeudOieXY5sbHNjc+trnxsc1Ng+1ufGxz+enTd0eNTu5ycnKkx1ZWVmWWL+rOPzs7W+P5wMBAjXvy9DVr1ixMnz5d+j8tLQ3e3t4IDg6Gk5NTueuVQ1xcHC5fvowtVwtg61ZXr2XvXD6NoxsXI2Ds+6jt3VTn5dKTb+PGHyuwJnKx3sNaVBdKpRJ//vknevfurVPPrKSD06cBAAHdugHt2hWbzTY3Pra58bHNjY9tbhpsd+NjmxtO0VV9uqjRyZ2NjY30OC8vr8zyRZdO2trayhqHtbW11nHgLC0tTb5zmJubAwDyC4B8PW/RVKoEcnJyodRzWWUBkJenhLm5ucm339Qqw3ug2vjvnlpLCwuglDZlmxsf29z42ObGxzY3Dba78bHN5adPe9boDlUcHR2lx49faqlNZmYmAN0u4SyPyMhI+Pr6ws/PzyD1E9Vojo5AcHDhlIiIiKgaqtHJnY2NjTQO3c2bN0stm5KSIiV33t7eBoknLCwM58+fR2xsrEHqJ6rRmjUD/vijcEpERERUDdXo5A4AWrVqBaDw3rL8/PwSy128eLHYMkRUhahUQFpa4ZSIiIioGqrxyV23bt0AFF5yefLkyRLL7d+/X3ocEBBg8LiISGZnzgDOzoVTIiIiomqoxid3gwYNkh6vWbNGa5mCggKsW7cOAODi4oKgoCCDxMJ77oiIiIiIqLxqfHLn7++P7t27AwBWrVqFI0eOFCuzcOFCaby1KVOmGKwHIN5zR0RERERE5VXlh0KIiYlBXFyc9H9ycrL0OC4uDlFRURrlQ0NDi9WxZMkSBAQEIDs7G8HBwZg9ezaCgoKQnZ2NTZs2Yfny5QCA5s2bY8aMGQbZDiIiIiIiooqo8sndypUrsXbtWq3zDh06hEOHDmk8py25a9euHTZv3oyRI0ciLS0Ns2fPLlamefPm2LFjh8bwCURERERERJVFjb8ss8iAAQPwzz//YNq0aWjevDns7Ozg4uKCjh074rPPPsPp06fRtGlTg8bAe+6IDKhNGyApqXBKREREVA1V+TN3UVFRxS69LC8fHx8sWrQIixYtkqU+fYWFhSEsLAxpaWlwdnY2SQxE1ZalJeDhYeooiIiIiAyGZ+6IqGa4ehV4/vnCKREREVE1xOSOiGqG1FRg27bCKREREVE1xOSOiIiIiIioGmByV4mwQxUiIiIiIiovJneVCAcxJyIiIiKi8mJyR0Q1Q716wMKFhVMiIiKiaqjKD4VA1ZMyLw83btzQezknJyd4sLt70sbTE5g+3dRREBERERkMkzuqdHIzUnE9/hqmzp4La2trvZZ1c7TD+jUrmeBRcSkpwF9/Ab16Aa6upo6GiIiISHZM7qjSUeZmo0BhAffOQ1Crro/Oy2U+vIf7R7YgLS2NyR0VFx8PDBsGnDzJ5I6IiIiqJSZ3lUhkZCQiIyOhUqlMHUqlYOfqAafa9fVa5r6BYiEiIiIiquzYoUolwt4yiYiIiIiovJjcERERERERVQNM7oioZrC1Bdq1K5wSERERVUO8546IaoZWrYBTp0wdBREREZHB8MwdERERERFRNcDkjohqhtOnAWvrwikRERFRNcTkrhKJjIyEr68v/Pz8TB0KUfUjBJCXVzglIiIiqoaY3FUiHAqBiIiIiIjKi8kdERERERFRNcDkjoiIiIiIqBrgUAhEVDO0agX8+y/QuLGpIyEiIiIyCCZ3RFQz2NoCrVubOgoiIiIig+FlmURUM9y4AYwfXzglIiIiqoZ45o6qFWVeHm6U4+DdyckJHh4eBoiIKo0HD4BVq4DXXwd8fEwdDREREZHsmNxRtZGbkYrr8dcwdfZcWFtb67Wsm6Md1q9ZyQSPiIiIiKosJneVSGRkJCIjI6FSqUwdSpWkzM1GgcIC7p2HoFZd3c/MZD68h/tHtiAtLY3JHRERERFVWUzuKpGwsDCEhYUhLS0Nzs7Opg6nyrJz9YBT7fp6LXPfQLEQERERERkLO1QhoprB0xN4993CKREREVE1xDN3RFQz1KsHfPKJqaMgIiIiMhieuSOimiE9Hdi3r3BKREREVA0xuSOimuHKFSAoqHBKREREVA0xuSMiIiIiIqoGmNwRERERERFVA0zuiIiIiIiIqgEmd0RUM1haFvaYaWlp6kiIiIiIDIJDIRBRzdCmDXDzpqmjICIiIjIYnrkjIiIiIiKqBpjcEVHNcPYsUL9+4ZSIiIioGmJyV4lERkbC19cXfn5+pg6FqPpRKoFbtwqnRERERNUQk7tKJCwsDOfPn0dsbKypQyEiIiIioiqGyR0REREREVE1wOSOiIiIiIioGmByR0Q1Q7NmwN69hVMiIiKiaojj3BFRzeDoCPToYeooiIiIiAyGZ+6IqGa4dQuYNatwSkRERFQNMbkjoprh3j3g008Lp0RERETVEJM7A/n888+hUCigUChw9OhRU4dDRERERETVHJM7A7hw4QLCw8Nhb29v6lCIiIiIiKiGYIcqMlOpVBg9ejTatm2L5s2bY/369aYOiXSgzMvDjRs39F7OyckJHh4eBoiIiIiIiEg/TO5k9tlnn+HMmTM4deoU5s+fb+pwSAe5Gam4Hn8NU2fPhbW1tV7LujnaYf2alUzwqoJatYBx4wqnRERERNVQlU/ukpKScPz4cRw/fhyxsbGIjY3FgwcPAACjR49GVFSUznUlJCTgyy+/xI4dO5CQkABra2s0bdoUw4YNw+uvvw47O7tSl//3338RERGB//u//0Pr1q0rsllkRMrcbBQoLODeeQhq1fXRebnMh/dw/8gWpKWlMbmrCnx8gJUrTR0FERERkcFU+eTO09NTlnp27NiBESNGIDU1VXouKytLShhXrlyJnTt3onHjxlqXz8/PR2hoKFq1aoV3331XlpjIuOxcPeBUu75ey9w3UCxkANnZwLVrQOPGgK2tqaMhIiIikl216lDF29sbwcHBei935swZDBs2DKmpqXBwcMBHH32Ew4cPY/fu3ZgwYQIA4NKlS+jXrx8yMjK01vHxxx/jzJkzWL16NSwtLSu0HURkABcuAE88UTglIiIiqoaq/Jm78PBw+Pn5wc/PD56enrh+/ToaNWqkVx1Tp05FVlYWLCwsEB0djS5dukjzevbsiWbNmmHmzJm4ePEiFi1ahPDwcI3lz5w5gw8//BBvvfUW2rdvL8t2ERERERER6aPKn7mLiIhA//79y315ZmxsLPbt2wcAGDdunEZiV2TGjBlo1aoVAGDx4sVQKpUa80ePHo0mTZpg7ty55YqBiIiIiIiooqp8cldRW7dulR6PGTNGaxkzMzOEhIQAAFJSUqRksMiZM2dw8eJF2NjYSAOXKxQKrF27FgDQpUsXKBQKjXURERERERHJqcpflllRBw8eBADY29ujQ4cOJZYLDAyUHsfExKB3797S/+PGjdO6zIEDB3DlyhU8//zz8PDwQMOGDeUJmoj0p1AAVlaFUyIiIqJqqMYndxf+61yhadOmsLAouTlatmxZbJkiK0voXj00NBRXrlzBrFmz0LlzZxmiJaJya9cOyM01dRREREREBlOjL8vMyclBcnIyAKB+/dK7wHd1dYW9vT0AIDEx0eCxERERERER6aNGn7lLT0+XHjs4OJRZ3t7eHpmZmSUOh1Beubm5yFU7o5CWlgYAUCqVxTpvMTaVSgUAsDADLFCg17KW5grY2FjDUs9lq8xyZoCVlSVUKpXsr1NRfaZ+/auVCxdgMXo08teuBf7rIEkd29z42ObGxzY3Pra5abDdjY9tbjj6tKlCCCEMGIvRqQ+FMHr0aERFRZVYNjExEQ0aNAAAjBo1CuvWrSu17gYNGiAxMRFNmjRBXFycbDHPnTsXERERxZ7fsGED7OzsZFsPUU3mfPUqesyYgX0LFyK1SRNTh0NERESkk6ysLLzyyitITU2Fk5NTqWVr9Jk7Gxsb6XFeXl6Z5YvOrtna2soax6xZszB9+nTp/7S0NGlA9rJeQEOLi4vD5cuXseVqAWzd6uq17J3Lp3F042IEjH0ftb2bVrvl0pNv48YfK7AmcrHeYyuWRalU4s8//0Tv3r1haWkpa9011unTAICAbt0K7797DNvc+Njmxsc2Nz62uWmw3Y2PbW44RVf16aJGJ3eOjo7SY10utczMzASg2yWc+rC2toa1tXWx5y0tLU2+c5ibmwMA8guAfD1v0VSqBHJycqHUc9kqs1wBkJenhLm5ucFep8rwHqg2/uswydLCAiilTdnmxsc2Nz62ufGxzU2D7W58bHP56dOeNbpDFRsbG7i7uwMAbt68WWrZlJQUKbnz9vY2SDyRkZHw9fWFn5+fQeonIiIiIqLqq0YndwDQ6r+OFeLi4pCfn19iuYsXLxZbRm5hYWE4f/48YmNjDVI/UY3WqBHwww+FUyIiIqJqqEZflgkA3bp1w8GDB5GZmYmTJ0+iU6dOWsvt379fehwQEGCs8KiSU+bl4caNG3ov5+TkBA8PDwNERCVydQVefNHUURAREREZTI1P7gYNGoRPPvkEALBmzRqtyV1BQYHUk6aLiwuCgoKMGiNVTrkZqbgefw1TZ8/Ves9kadwc7bB+zUomeMZ07x7w/ffAiBGAp6epoyEiIiKSXY1P7vz9/dG9e3ccPHgQq1atwujRo9GlSxeNMgsXLsSFCxcAAFOmTDHYTaKRkZGIjIyUxpajyk2Zm40ChQXcOw9Brbo+Oi+X+fAe7h/ZgrS0NCZ3xnTrFjBjBtCjB5M7IiIiqpaqfHIXExOjMeZccnKy9DguLq7YOHehoaHF6liyZAkCAgKQnZ2N4OBgzJ49G0FBQcjOzsamTZuwfPlyAEDz5s0xY8YMg2wHUHjPXVhYGNLS0uDs7Gyw9ZC87Fw94FS7vl7L3DdQLERERERUc1X55G7lypVYu3at1nmHDh3CoUOHNJ7Tlty1a9cOmzdvxsiRI5GWlobZs2cXK9O8eXPs2LFDY/gEIiIiIiKiyqLG95ZZZMCAAfjnn38wbdo0NG/eHHZ2dnBxcUHHjh3x2Wef4fTp02jaVPcBromIiIiIiIypyp+5i4qKKnbpZXn5+Phg0aJFWLRokSz16Yv33BEZkLMzMGBA4ZSIiIioGuKZu0qE49wRGVCTJsBvvxVOiYiIiKohJndEVDMolcD9+4VTIiIiomqIyR0R1QxnzwK1axdOiYiIiKoh2ZK75557Dj/++COU/FWciIiIiIjI6GRL7qKjo/Hyyy/Dy8sLU6dOxZkzZ+SqusaIjIyEr68v/Pz8TB0KERERERFVMbIld7Vr14YQAg8fPsRXX32F9u3bo0OHDli6dCkePXok12qqNXaoQkRERERE5SVbcnfr1i38+uuvGDRoECwsLCCEwOnTp/HGG2+gbt26GDFiBP766y+5VkdERERERERqZEvuzM3NMWDAAPz888+4efMmFixYgCeeeAJCCOTk5GDTpk149tln0ahRI8ybNw8JCQlyrZqIqGxt2wKpqYVTIiIiomrIIL1lenh4YPr06fjnn38QGxuLV199FS4uLhBC4MaNG4iIiEDjxo3Ru3dvbN68GXl5eYYIg4jof8zNASenwikRERFRNWTwoRCK7ru7ffs2NmzYgF69ekGhUKCgoAB79uzBK6+8Ai8vL7zxxhs4ffq0ocMhoprqyhXg2WcLp0RERETVkNHGubO2tsbLL7+M6Oho/PXXX6hTp440LyUlBUuXLkXHjh3RqVMnbN261VhhVSrsLZPIgNLTgejowikRERFRNWS05C4rKwvr1q1DUFAQnnnmGdy7dw9CCAgh4OvrC1tbWwghEBsbixdeeAEDBw5ETk6OscKrFNhbJhERERERlZfBk7tDhw5h/Pjx8PLywpgxY7B//34IIeDk5IRXX30VJ06cwL///ou7d+/i22+/RatWrSCEwPbt2/Hpp58aOjwiIiIiIqJqwSDJ3a1bt/DJJ5+gRYsWePrpp7FmzRqkp6dDCIGAgABERUXh9u3bWLp0Kdq3bw8AcHBwwIQJE3D27Fm89NJLEEJgw4YNhgiPiIiIiIio2rGQq6K8vDxs3boVa9aswV9//YWCggIIIQAU9p4ZEhKC8ePHo0WLFqXWY2ZmhmnTpmHz5s24ceOGXOERUU3n7Q18/XXhlIiIiKgaki258/LywqNHjwAAQgiYmZmhd+/eGD9+PAYOHAhLS0ud66pVqxYAID8/X67wiCoVZV5eqT9eqFQqAEB8fDzM1brud3JygoeHh8Hjq5Y8PICwMFNHQURERGQwsiV3KSkpAABvb2+MGTMGY8eORYMGDcpVl5ubG+bMmSNXaESVSm5GKq7HX8PU2XNhbW2ttYyVlSVmTp6EMWFTkZenlJ53c7TD+jUrmeCVx8OHwM6dQN++gJubqaMhIiIikp1syd3gwYMxfvx4PPfcc1AoFBWqy9XVtUYmd5GRkYiMjJTO2lD1pMzNRoHCAu6dh6BWXR+tZSz/uxvW59kJUBYUPs58eA/3j2xBWloak7vyuH4dGDUKOHmSyR0RERFVS7Ild1u2bJGrqhorLCwMYWFhSEtLg7Ozs6nDIQOzc/WAU+36WudZoADAXTi610W+Wr9H940UGxERERFVPUYb546IiIiIiIgMR7Yzd+np6fjiiy8AABMnTkSdOnVKLX/nzh2sWLECAPD222/D1tZWrlCIiIiIiIhqHNnO3G3duhVz587F999/X2ZiBwB16tTB999/j4iICGzbtk2uMIiItLO3Bzp3LpwSERERVUOyJXc///wzFAoFhg0bplN5hUKBl19+GUII/Pjjj3KFQUSkXYsWwJEjhVMiIiKiaki25O7ixYsAgK5du+q8TJcuXQAA58+flysMIiIiIiKiGkm25O7mzZsACgcz11XR5Zu3bt2SKwwiIu1OnQIUisIpERERUTUkW3JnZlZYVVZWls7LFJXNz8+XKwwiIiIiIqIaSbbkruiM3YkTJ3RepqisLh2w1ASRkZHw9fWFn5+fqUMhIiIiIqIqRrbkrnv37hBCYOnSpVAqlWWWVyqVWLp0KRQKBbp16yZXGFVaWFgYzp8/j9jYWFOHQkREREREVYxs49yNGTMGq1atwpUrV/DKK69g7dq1sLOz01o2KysLISEhuHz5MhQKBcaMGSNXGETVmjIvDzdu3NB7OScnJ3h4eBggIiIiIiKqLGRL7rp27YqXX34ZmzZtws8//4xjx45hwoQJePrpp+Hl5QWFQoHbt2/jwIEDWLlyJW7evAmFQoGhQ4ciMDBQrjCIqq3cjFRcj7+GqbPnwtraWq9l3RztsH7Nypqd4Pn6AleuAPXrmzoSIiIiIoOQLbkDgNWrVyM5ORl//fUXbt26hblz52otJ4QAAPTu3Rtr166VMwSiakuZm40ChQXcOw9Brbo+Oi+X+fAe7h/ZgrS0tJqd3NnYAE2bmjoKIiIiIoOR7Z47ALCxscEff/yBL774AnXr1oUQQuuft7c3vvzyS+zatQs2NjZyhkBU7dm5esCpdn2d/+zdPE0dcuUQHw+MHFk4JSIiIqqGZD1zBwAKhQJTpkzBm2++ib///hunT59GcnIyAMDd3R3t27dH27ZtoVAo5F41EVHJUlKA778Hpk8HGjUydTREREREspM9uSuiUCjQrl07tGvXzlCrICIiIiIiov/IelkmERERERERmQaTOyIiIiIiomrAIJdlnjlzBgcPHsS1a9eQnp4OlUpVanmFQoFVq1YZIhQiokJeXsCcOYVTIiIiompI1uTu0qVLGDt2LI4eParzMkIIJndEZHheXkAJw7MQERERVQeyJXe3bt3C008/jeTkZGkcOwcHB7i6usLMjFd/EpGJpaUBR44AXboATk6mjoaIiIhIdrIldx999BHu378PhUKB8ePH46233kLz5s3lqr5GiIyMRGRkZJmXsRJROcTFAc89B5w8CbRvb+poiIiIiGQn2ym1Xbt2QaFQICQkBMuXL2diVw5hYWE4f/48YmNjTR0KERERERFVMbIld7dv3wYAhISEyFUlERERERER6Ui25M7V1RUA4OLiIleVREREREREpCPZkruOHTsCAC5fvixXlURE8rG2Bpo0KZwSERERVUOyJXdvvvkmhBBYvny5XFUSEcmndevCTlVatzZ1JEREREQGIVty17t3b8ycORN79+7Fa6+9BqVSKVfVREREREREVAbZhkJYt24dfH190bVrVyxfvhzbtm3D0KFD0bJlS9jZ2ZW5PDtiISKD+ucf4JlngN27gSefNHU0RERERLKTLbkLDQ2FQqGQ/r9z5w6++uornZYtGkKhqnr06BHCw8MRGxuL+Ph4pKSkwN3dHS1atEBYWBiGDBmi0TZExqbMy8ONGzf0Xs7JyQkeHh4GiMgE8vOB5OTCKREREVE1JFtyBwBCCDmrqzKSk5OxevVqdO7cGYMGDYKbmxuSkpKks5cTJkzgvYhkMrkZqbgefw1TZ8+FtZ6dibg52mH9mpXVJ8EjIiIiqsZkS+7i4+PlqqrKadSoER49egQLC83mTE9PR+fOnbFixQpMmTIFrdmRA5mAMjcbBQoLuHceglp1fXReLvPhPdw/sgVpaWlM7oiIiIiqANmSOx8f3Q8aqxtzc3Otzzs6OuLZZ5/F+fPnERcXx+SOTMrO1QNOtevrtcx9A8VCRERERPKTrbdMU0lKSsL27dsRHh6OPn36wN3dHQqFAgqFAqGhoXrVlZCQgLfeegutWrWCvb093Nzc4O/vjwULFiArK0vv2HJycrBnzx4oFAr4+vrqvTwRyah5c+Dw4cIpERERUTUk6z13puDp6SlLPTt27MCIESOQmpoqPZeVlYXY2FjExsZi5cqV2LlzJxo3blxiHY8ePcLixYtRUFCApKQk7Ny5E4mJiZgzZw6aNWsmS5xEVE4ODkCXLqaOgoiIiMhgDJLcxcXFYd26dThy5Aju3r2L7Oxs7Nq1C02bNpXK/Pvvv0hISIC9vT0CAwNlWa+3tzdatWqF6OhovZY7c+YMhg0bhqysLDg4OGDWrFkICgpCdnY2Nm3ahBUrVuDSpUvo168fYmNj4eDgoLWeR48eISIiQvrf0tIS8+fPx4wZMyq0XUQkg5s3gUWLgOnTgfr6XZ5KREREVBXImtwVFBTgnXfekc5eFfWeqVAokJeXp1E2MTER/fv3h4WFBeLj41GvXr1yrTM8PBx+fn7w8/ODp6cnrl+/jkaNGulVx9SpU5GVlQULCwtER0eji9qv+z179kSzZs0wc+ZMXLx4EYsWLUJ4eLjWeho2bAghBFQqFRITE7Fp0ya89957OHz4MH744YdiHa4QkRElJQFffAGMHMnkjoiIiKolWe+5mzRpEhYtWgSVSoW6deti6NChJZbt06cPGjduDJVKhZ9++qnc64yIiED//v3LfXlmbGws9u3bBwAYN26cRmJXZMaMGWjVqhUAYPHixVAqlaXWaW5ujoYNG+Ldd9/Fhx9+iF9++QUrVqwoV3xERERERES6kC2527dvH1atWgUAmD17Nq5fv44ffvih1GVefPFFCCGwd+9eucLQ29atW6XHY8aM0VrGzMxMGmQ9JSVFSgZ1ERwcDAB6LUNERERERKQv2ZK7ZcuWAQD69u2LDz/8sMThAdT5+/sDAM6dOydXGHo7ePAgAMDe3h4dOnQosZz6fYExMTE613/79m0A4CWZRERERERkULIld0eOHIFCocC4ceN0Xqb+f/e93L17V64w9HbhwgUAQNOmTUtNwFq2bFlsmSJ///23Ri+bRR4+fIjZs2cDKLwMlYhMyN0deP31wikRERFRNSTb6aSkpCQA0Kszk6Jkqqx72AwlJycHycnJAP6XaJbE1dUV9vb2yMzMRGJiosa8qKgorFy5EkFBQfDx8YG9vT1u3LiBHTt2ICMjAy+88AJeeeUVg20HEemgQQMgMtLUURAREREZjGzJna2tLfLy8vQa7DshIQFAYeJkCunp6dLjkoY3UFeU3GVkZGg8P3ToUKSmpuLo0aM4cOAAsrKy4Obmhm7duiEkJAQvv/wyFApFifXm5uYiNzdX+j8tLQ1AYdJrqsS3iEqlAgBYmAEWKNBrWUtzBWxsrGGp57Jc7n/Pq883epxmgJWVJVQqlcnfh7LIygIuXQJatADs7IrNLtrGarGtVQTb3PjY5sbHNjcNtrvxsc0NR582VYii8QoqqEOHDvj777/x1Vdf4fXXX5eeNzMzg0KhwNmzZ+Hr66uxzIQJE7Bq1SoEBQVh9+7dcoShMRTC6NGjERUVVWLZxMRENGjQAAAwatQorFu3rtS6GzRogMTERDRp0gRxcXGyxAsAc+fO1Rgfr8iGDRtgp+UglIj053z1KnrMmIF9CxcitUkTU4dDREREpJOsrCy88sorSE1NhZOTU6llZTtzFxwcjNOnT2P58uV49dVXYWZW+u18J0+exHfffQeFQoHnnntOrjD0YmNjIz1+fBw+bYrOrtna2soax6xZszB9+nTp/7S0NHh7eyM4OLjMF9DQ4uLicPnyZWy5WgBbt7p6LXvn8mkc3bgYAWPfR23vpmUvwOUkFihAsGsSolNqI/+/W2ONHWd68m3c+GMF1kQu1nvsyErp9GkAQEC3bkC7dsVmK5VK/Pnnn+jduzcsLS2NHV2NxDY3Pra58bHNTYPtbnxsc8MpuqpPF7Ild5MnT8aXX36Js2fPYsKECVi2bFmJL+yWLVvw6quvIi8vD87Ozpg4caJcYejF0dFRevz4pZbaZGZmAtDtEk59WFtbw9rautjzlpaWJt85ino9zS+AlGToSqkSyMnJhVLPZbnc/+TDTCpj9DgLgLw8JczNzU3+PpTFf/f4WlpYAKVsT2XY72oatrnxsc2Nj21uGmx342Oby0+f9pQtuatXrx6+/PJLTJgwAVFRUYiOjsaAAQOk+atWrUJWVhb++usvXLt2DUIIKBQKLF++HM7OznKFoRcbGxu4u7sjOTkZN2/eLLVsSkqKlNx5e3sbJJ7IyEhERkZK97kRmZoyLw83btzQezknJyd4eHgYICIiIiIiKomsg6+NGzcOCoUCb775Jm7duoVvv/1W6khk8eLFAICiW/ysra2xbNkyvPjii3KGoLdWrVrh4MGDiIuLQ35+fonDIVy8eFFjGUMICwtDWFgY0tLSTJbwEhXJzUjF9fhrmDp7rtYzy6Vxc7TD+jUrK1eCZ2YGODoWTomIiIiqIdlH1h47diyCg4OxePFi/Pbbb8U6HqlXrx6ef/55vP3222jYsKHcq9dbt27dcPDgQWRmZuLkyZPo1KmT1nL79++XHgcEBBgrPCKTUeZmo0BhAffOQ1Crro/Oy2U+vIf7R7YgLS2tciV3Tz0F6HHNOhEREVFVI3tyBxSOGbdgwQIsWLAAaWlpSEpKgkqlQq1ateBeyQYQHjRoED755BMAwJo1a7QmdwUFBVJPmi4uLggKCjJqjESmZOfqAafapY8D+bj7BoqFiIiIiEpm8OuTnJyc0LRpU7Ro0aLSJXYA4O/vj+7duwMovC/wyJEjxcosXLgQFy5cAABMmTLFYDeJRkZGwtfXF35+fgapn6hGO38eaN26cEpERERUDRnkzJ0xxcTEaFz6mZycLD2Oi4srNs5daGhosTqWLFmCgIAAZGdnIzg4GLNnz0ZQUBCys7OxadMmLF++HADQvHlzzJgxwyDbAfCeOyKDyskpTOxyckwdCREREZFBVPnkbuXKlVi7dq3WeYcOHcKhQ4c0ntOW3LVr1w6bN2/GyJEjkZaWhtmzZxcr07x5c+zYsUNj+AQiIiIiIqLKQrbkrmfPnuVeVqFQYPfu3XKFUi4DBgzAP//8gyVLlmDHjh24efMmrKys0LRpU7z44ouYPHky7OzsTBojERERERFRSWRL7vbt2weFQiENdaBN0bAIRYrKPv68PqKioopdellePj4+WLRoERYtWiRLffriOHdERERERFResiV3Tz/9dJlJWmZmJq5cuYLU1FQoFAo0b94cXl5ecoVQ5fGeOyIDatwY+PXXwikRERFRNSTrmTtdCCGwY8cOTJkyBQ8fPsTKlSvRrVs3ucIgItLOxQV4/nlTR0FERERkMAYfCuFxCoUC/fv3R0xMDMzNzTF48GDcunXL2GEQUU1z9y7wySeFUyIiIqJqyOjJXREvLy9Mnz4dDx48wOeff26qMIioprh9G5g9u3BKREREVA2ZLLkDIF2OuWPHDlOGUWlwEHMiIiIiIiovkyZ3VlZWAIDb/CUdQGGHKufPn0dsbKypQyEiIiIioirGpIOYx8TEAADHjyOqZpR5ebhx44beyzk5OcHDw8MAERERERFVfyZL7o4cOYJ58+ZBoVDA39/fVGEQkcxyM1JxPf4aps6eC2tra72WdXO0w/o1Kw2T4Lm4AEOHFk6JiIiIqiHZkrt58+aVWaagoAApKSk4ceIEjh07hoKCAigUCkybNk2uMIjIxJS52ShQWMC98xDUquuj83KZD+/h/pEtSEtLM0xy17gx8OOP8tdLREREVEnIltzNnTu3zEHM1QkhYGFhgc8//xy9e/eWKwwiqiTsXD3gVLu+XsvcN1AsAIC8PCApCahdG/jvfl8iIiKi6kTWyzKFEKXOVygUcHR0RKNGjRAYGIiJEyfC19dXzhCqtMjISERGRkKlUpk6FKLq599/gQ4dgJMngfbtTR0NERERkexkS+4KCgrkqqrGCgsLQ1hYGNLS0uDs7GzqcIiIiIiIqAox6VAIREREREREJA8md0RERERERNUAkzsiIiIiIqJqQLZ77hISEuSqSkODBg0MUi8R1TBPPQXk5ACWlqaOhIiIiMggZEvuGjVqJFdVEoVCgfz8fNnrJaIayMwM0HNQdSIiIqKqRLbLMoUQBvmrSSIjI+Hr6ws/Pz9Th0JU/Vy+DPToUTglIiIiqoZkO3O3Zs0aAMDSpUsRGxsLS0tLBAcHw9/fH56enhBCICkpCbGxsYiOjoZSqYSfnx9ee+01uUKo8jgUApEBZWQA+/cXTomIiIiqIdmSu9GjR2P8+PE4ceIEgoODsWrVKtSrV09r2Vu3bmHChAn4448/0KZNG6xYsUKuMIiIiIiIiGok2S7L/Omnn7B69Wp07NgRO3bsKDGxA4B69eph27Zt6NChA1avXo0ffvhBrjCIiIiIiIhqJNmSu2+//RYKhQLTp0+Hubl5meXNzc0xY8YMCCGwfPlyucIgIiIiIiKqkWRL7v755x8AQPPmzXVepqjs2bNn5QqDiEi7Bg2AFSsKp0RERETVkGz33KWnpwMAkpKSdF6mqGzRskREBuPuDowfb+ooiIiIiAxGtjN3Pj4+AIB169bpvExRWQ5UTkQGl5wMrFxZOCUiIiKqhmRL7gYOHAghBDZt2oTPP/+8zPILFizAxo0boVAoMHjwYLnCICLSLiEBmDChcEpERERUDcl2Wea7776LdevW4d69e5g1axY2btyI0aNHw8/PD7Vr14ZCocC9e/cQGxuL7777Dn///TcAoE6dOnjnnXfkCqNKi4yMRGRkJFQqlalDISIiIiKiKka25M7FxQV//fUXnn32Wdy6dQv//PMPZsyYUWJ5IQTq16+PXbt2wcXFRa4wqjQOYk5EREREROUlW3IHAL6+vjh37hwiIiIQFRWFlJQUreVcXV0xZswYhIeHw8nJSc4QiKgKU+bl4caNG+Va1snJCR4eHjJHRERERFR1yJrcAYUHWAsXLsQnn3yCkydP4uzZs0hJSYEQAm5ubmjTpg06dOgAKysruVdNRFVYbkYqrsdfw9TZc2Ftba338m6Odli/ZmXJCZ6DAxAYWDglIiIiqoZkT+6KWFlZoUuXLujSpYuhVkFE1YgyNxsFCgu4dx6CWnV99Fo28+E93D+yBWlpaSUnd82bA/v2VTxQIiIiokrKYMkdEVF52Ll6wKl2fb2Xu19WgYICQKkELC0BM9k6CiYiIiKqNAyW3F27dg1HjhzB3bt3kZWVhddeew3u7u6GWh0RUen+/hvo0AE4eRJo397U0RARERHJTvbk7vTp05g6dSpiYmI0nn/hhRc0krvIyEhERETA2dkZ58+fh6WlpdyhEBERERER1RiyXpu0Y8cOdO3aFTExMRBCSH/ajB49GtnZ2bh27Rq2b98uZxhEREREREQ1jmzJ3d27dzF8+HDk5ubC19cXv//+O9LT00ss7+DggEGDBgEAfv/9d7nCICIiIiIiqpFkS+6++OILZGRkwMfHBwcPHsSzzz4Le3v7Upfp0aMHhBA4efKkXGEQERERERHVSLLdc/fHH39AoVBgxowZcHFx0WmZFi1aAACuX78uVxhERNo98QSQmAjUrm3qSIiIiIgMQrbkLj4+HgDg7++v8zKOjo4AgIyMDLnCIKIaSpmXhxs3bpRdMDFR418nJ6eSx8YjIiIiqkJkS+6USiUA6NXr5aNHjwCgzMs3a4rIyEhERkZCpVKZOhSiKiU3IxXX469h6uy5sLa21lqmXnYWJsfH4etGTXHL1k563s3RDuvXrNT5igMiIiKiykq25K5OnTq4ceMG4uPj0a5dO52WOXLkCACgfn39ByyujsLCwhAWFoa0tDQ4OzubOhyiKkOZm40ChQXcOw9Brbo+Wss0unUVvWLfRvQrb8OyXhMAQObDe7h/ZAvS0tKY3BEREVGVJ1tyFxAQgBs3buCXX37BkCFDyiyflZWFZcuWQaFQ4Omnn5YrDCKqwexcPeBUW/uPRfZZhZd/27t6apS5b5TIiIiIiAxPtt4yR48eDSEENm7ciOjo6FLLZmRkYNiwYUhISAAAjBs3Tq4wiIiIiIiIaiTZkrtevXph0KBBKCgowPPPP4+3334bx48fl+Y/fPgQx44dwwcffIAWLVrg999/h0KhQEhIiM6XcRIREREREZF2sl2WCQDr169H//79sW/fPixatAiLFi2CQqEAAAQGBkrlhBAAgGeeeQbLli2TMwQiIq0eubpjywuv45Gru6lDISIiIjII2c7cAYCdnR3++usvzJ8/H3Xq1IEQQuufm5sbPv74Y/zxxx8l9mxHRCSnNGd37OwfijRnJndERERUPcl65g4AzMzMMGPGDEyZMgXHjx/HiRMnkJSUBJVKhVq1aqFdu3bo1q0bkzoiMirbrHQ0v3Qal1u0Q7ado6nDISIiIpKdbMndunXrAAAtWrRAp06dYGFhga5du6Jr165yraLSunXrFn788Ufs3LkTFy9exN27d+Hm5oaAgADMnDkTnTp1MnWIRDWeR9ItvPnlW4iYsw4JDVuaOhwiIiIi2cl2WWZoaCjGjBmDGzduyFVllfHVV19h2rRpuHbtGnr37o0ZM2agW7du+PXXX9G1a1f88MMPpg6RiIiIiIiqOdnO3Dk7OyMtLQ3NmjWTq8oqw9/fHwcOHED37t01nj948CCeeeYZvPbaaxg4cCAvRSUiIiIiIoOR7cxdo0aNAAApKSlyVVllDBkypFhiBwDdu3dHUFAQHj58iLNnz5ogMiIiIiIiqilkS+4GDx4MIQS2bdsmV5U6SUpKwvbt2xEeHo4+ffrA3d0dCoUCCoUCoaGhetWVkJCAt956C61atYK9vT3c3Nzg7++PBQsWICsrq1zxWVpaAgAsLGTvu4aI9KC0tMKtuo2gtLQydShEREREBiFbxjFlyhSsXr0a33zzDQYMGICePXvKVXWpPD09Zalnx44dGDFiBFJTU6XnsrKyEBsbi9jYWKxcuRI7d+5E48aNda4zISEBf/31F+rUqYM2bdrIEicRlc+deo0R/tFmU4dBREREZDCynblzcnLCn3/+iZYtW+LZZ5/FxIkTsW/fPjx8+FAatNzQvL29ERwcrPdyZ86cwbBhw5CamgoHBwd89NFHOHz4MHbv3o0JEyYAAC5duoR+/fohIyNDpzqVSiVGjRqF3NxcfP755zA3N9c7LiIiIiIiIl3JduZOPXkRQmDVqlVYtWqVTssqFArk5+eXa73h4eHw8/ODn58fPD09cf36den+P11NnToVWVlZsLCwQHR0NLp06SLN69mzJ5o1a4aZM2fi4sWLWLRoEcLDw0utr6CgAGPHjsWBAwcwYcIEjBo1qlzbRkTy8U64jHc+mYTPZn2LxAbNTR0OERERkexkO3MnhJD+Hv9fl7/yioiIQP/+/ct9eWZsbCz27dsHABg3bpxGYldkxowZaNWqFQBg8eLFUCqVJdYnhMCECROwfv16jBw5EsuWLStXXEQkL0VBAWxzMqEoKDB1KEREREQGIduZuzlz5shVlVFt3bpVejxmzBitZczMzBASEoJZs2YhJSUF+/btQ+/evYuVKygowPjx47FmzRoMHz4cUVFRMDOTLX8mIgNQ5uXhxo0bUKlUAID4+HidLqN2cnKCh4eHocMjIiIi0lm5krt169YBAAYNGgQnJycAVTe5O3jwIADA3t4eHTp0KLFcYGCg9DgmJqZYcqee2L300kv47rvveJ8dUSWXm5GK6/HXMHX2XDg6OmDm5EkYEzYVeXkln50v4uZoh/VrVjLBIyIiokqjXMldaGgoFAoFOnbsCF9f32Lz79+/j2+++QYKhQLvv/9+hYM0pAsXLgAAmjZtWupwBS1btiy2TJGCggKMGzcOUVFRePHFF7F+/XomdkRVgDI3GwUKC7h3HoI69X0AAD7PToCyjCs3Mx/ew/0jW5CWlsbkjoiIiCoNgwy+lpSUhLlz51b65C4nJwfJyckAgPr165da1tXVFfb29sjMzERiYqLGvHnz5iEqKgoODg5o3rw5Pvzww2LLDxo0CE899ZRssRORfu56NUTEnHW469Ww2Dw7Vw84utcFcBeO7nWRr8PtyPflD5GIiIioQmr0yNrp6enSYwcHhzLLFyV3jw+HcP36dQBARkYGPvroI63LNmzYsMTkLjc3F7m5udL/aWlpAAqHUyit8xZjKLoPycIMsIB+HVFYmitgY2MNSz2X5XL/e159fmWMszIsp+uyBdZWuN2wsJfMojLaltNl3ZZmgJWVJVQqlcn30aqsqO3YhsbDNjc+trlpsN2Nj21uOPq0qUKUo6tKMzMzKBQKnD17VutlmefOnUObNm2gUCik5MBY1IdCGD16NKKiokosm5iYiAYNGgAARo0aJd1LWJIGDRogMTERTZo0QVxcnGwxz507FxEREcWe37BhA+zs7GRbD1FNZnv/Ppr9/DOuDBmCbF5KSURERFVEVlYWXnnlFaSmpkr9nZSkRp+5s7GxkR7n5eWVWb7o7Jqtra2sccyaNQvTp0+X/k9LS5MGZC/rBTS0uLg4XL58GVuuFsDWra5ey965fBpHNy5GwNj3Udu7KZfTYzkLFCDYNQnRKbWlSwQrY5yVYTldl/W++QjBv/+O7/1fQqJFnWLL1fVuXKzNS5KefBs3/liBNZGL9R5Xk/5HqVTizz//RO/evWFpaWnqcGoEtrnxsc1Ng+1ufGxzwym6qk8XNTq5c3R0lB4/fqmlNpmZmQB0u4RTH9bW1rC2ti72vKWlpcl3jqKOYfILoNN9SOqUKoGcnFwo9VyWy/1PPsykMpU5TlMup+uyqv+eV5XRpuptXuL6CoDMjEzcvHlT786TOIRCcZXhs66mYZsbH9vcNNjuxsc2l58+7VmjkzsbGxu4u7sjOTkZN2/eLLVsSkqKlNx5e3sbJJ7IyEhERkYa/VJWItKP+hAK2n6YKQ2HUCAiIiJDqdHJHQC0atUKBw8eRFxcHPLz80scDuHixYsayxhCWFgYwsLCkJaWBmdnZ4Osg4gqTn0IhVp1fXRejkMoEBERkSFVKLlbunQpateuXez5pKQk6fG8efN0qis8PLwioZRbt27dcPDgQWRmZuLkyZPo1KmT1nL79++XHgcEBBgrPCKSSbqTK6KDhyPdyVW2Ou1cPeBUu/RhVB7HIRSIiIjIUCqU3H3zzTclzlMoFACgtRdIbUyV3A0aNAiffPIJAGDNmjVak7uCggKpJ00XFxcEBQUZNUYiqrgUN09sHj7N1GEQERERGYx+vRaoEULI9mdK/v7+6N69OwBg1apVOHLkSLEyCxcuxIULFwAAU6ZMMdhNopGRkfD19YWfn59B6ieqyaxzstAk7h9Y52SZOhQiIiIigyjXmbu9e/fKHUe5xcTEaIw5l5ycLD2Oi4srNs5daGhosTqWLFmCgIAAZGdnIzg4GLNnz0ZQUBCys7OxadMmLF++HADQvHlzzJgxwyDbAfCeOyJD8rybgNkfjUfEnHVIaNjS1OEQERH9f3t3Hh11df9//BWykoRsJKQEQlhDoFKlBoSCRVBwQWVxL0tABWuDIuLXKlUivxbrghSOpraKBqhHFvcqVEUUZFNjBVEBJRB2gQQiE7Ivn98f6XxMSCaZCTOZyczzcU4Ok/nce+f9ec+dJG8+ywWcrlnF3bBhw5wdR7MtWbJEy5Yta3Dbli1btGXLljrPNVTc9e/fX6tWrdLEiRNlsVg0Z86cem2Sk5O1Zs2aOssnAAAAAICnaPZpmd7muuuu086dOzVr1iwlJycrNDRUUVFRSk1N1ZNPPqnt27erZ0/HFlYGAAAAgJbS6pdCWLp0ab1TL5srKSlJCxcu1MKFC50ynqNY5w4AAABAc3HkzoOkp6dr165dys7OdncogNep9vdXYXiUqv393R0KAACAS7T6I3cAYI8jib1037MfujsMAAAAl+HIHQAAAAB4AYo7AD4h4eg+Pf7H8Uo4us/doQAAALgExZ0HYRFzwHUCKioUf/KIAioq3B0KAACAS1DceRBuqAIAAACguSjuAAAAAMALUNwBAAAAgBeguAPgE07Gd9bC+xfrZHxnd4cCAADgEqxzB8AnlLYN13f9Brs7DAAAAJfhyJ0H4W6ZgOtE/pSv699+QZE/5bs7FAAAAJeguPMg3C0TcJ3In/I15p0lFHcAAMBrUdwBAAAAgBeguAMAAAAAL0BxBwAAAABegLtlAvAJxWHttG3QVSoOa+fWOCrKy3Xw4EGH+0VERCguLs4FEQEAAG9BcQfAJ+THddKSu/6fW2MoO3tGB3L36745jyk4ONihvjHtQvVK1hIKPAAAYBPFnQfJzMxUZmamqqqq3B0K4HUCKsoUc/qkTsd0UGWgY4WVs1SUlajaL0Cxg8arfUKS3f2KTp9Q3rY3ZLFYKO4AAIBNFHceJD09Xenp6bJYLIqMjHR3OIBXSTiaq4x5kzUvY7kOdU1xayyh0XGK6NDZoT55LooFAAB4D26oAgAAAABegOIOAAAAALwAxR0AAAAAeAGKOwAAAADwAtxQBYBPONQ1RXdkfeHuMJqN9fEAAEBTKO4AwMOxPh4AALAHxR0AnxD/40Hd8dI8vXRHhk50tH+NOU/A+ngAAMAeFHcehEXMAdcJLitRj33fKrisxN2hNBvr4wEAgMZwQxUPkp6erl27dik7O9vdoQAAAABoZSjuAAAAAMALUNwBAAAAgBeguAPgE07FdtSL0+bpVGxHd4cCAADgEtxQBYBPKAqP1Ge/udrdYQAAALgMR+4A+IRwS4GGr39N4ZYCd4cCAADgEhR3AHxCzOkTmvjK04o5fcLdoQAAALgExR0AAAAAeAGKOwAAAADwAhR3AAAAAOAFKO4A+ITSkFB9+8tLVBoS6u5QAAAAXIKlEAD4hJO/6KK/PfCsu8NocRXl5Tp48KDD/SIiIhQXF+eCiAAAgKtQ3HmQzMxMZWZmqqqqyt2hAF7Hr7pKwWUlKgtuK6ONv7vDaRFlZ8/oQO5+3TfnMQUHBzvUN6ZdqF7JWkKBBwBAK0Jx50HS09OVnp4ui8WiyMhId4cDeJXEQ3uVMW+y5mUs16GuKe4Op0VUlJWo2i9AsYPGq31Ckt39ik6fUN62N2SxWCjuAABoRSjuAMDLhUbHKaJDZ4f65LkoFgAA4DrcUAUAAAAAvADFHQAAAAB4AYo7AAAAAPACXHMHwCcc7dxTMxd/oJLQdu4OBQAAwCUo7gD4hKqAAJ2NiHZ3GAAAAC7DaZlO8sorr+iuu+5SamqqgoOD5efnp6VLl7o7LAD/E3fyiO5ZPFtxJ4+4OxQAAACXoLhzkkceeUQvvPCCDh48qI4dO7o7HADnaFt8Vhft2KS2xWfdHQoAAIBLUNw5yZIlS3TgwAHl5eXp97//vbvDAQAAAOBjuObOSa644gp3hwAAAADAh7X6I3cnT57Ue++9p7lz5+rqq69WbGys/Pz85OfnpylTpjg01qFDh/TAAw+oT58+CgsLU0xMjAYOHKgFCxaouLjYNTsAAAAAAE7Q6o/cxcfHO2WcNWvWaMKECTpz5oz5XHFxsbKzs5Wdna0lS5Zo7dq16t69u1NeD0DL+ik6TqtunamfouPcHQoAAIBLtPojd7UlJiZq1KhRDvf7+uuvdfPNN+vMmTMKDw/X/PnztXXrVq1fv17Tpk2TJH3//fcaPXq0zp7lZgxAa2SJbK8Pr5wgS2R7d4cCAADgEq3+yN3cuXM1YMAADRgwQPHx8Tpw4IC6devm0Bj33XefiouLFRAQoA8//FCDBw82t40YMUK9evXSgw8+qD179mjhwoWaO3eus3cDgIuFFlnUd9cX2tV3oIrDItwdDgAAgNO1+iN38+bN07XXXtvs0zOzs7O1YcMGSdIdd9xRp7Czmj17tvr06SNJWrRokSoqKpodLwD3iM07prv/PkexecfcHQoAAIBLtPri7ny9/fbb5uOpU6c22KZNmzaaPHmyJKmgoMAsBgEAAADAU7T60zLP16ZNmyRJYWFhuvjii222GzZsmPl48+bNGjlypMtjA4DWJi8vTxaLxa62VVVVkqTc3FxFR0crLo6b3QAAcD58vrjbvXu3JKlnz54KCLCdjpSUlHp9AAA/y8vL08Spd+p0oX1LxwQFBerBGXdpavp9Cg8O1CtZSyjwAAA4Dz5d3JWWlio/P1+S1Llz50bbRkdHKywsTEVFRTp8+HC97UuWLNHmzZslSd988435nPUUzrFjx2rs2LHOCx6AQyqCgnWwS29VBAW7OxSvZbFYdLqwWHGDb1BYTNPXQQf+78KA2IFjdGzz67JYLBR3AACcB58u7goLC83H4eHhTba3FncNLYewefNmLVu2rM5zW7Zs0ZYtWyRJXbt2tVnclZWVqayszPzeekpTRUWF22/eYj1tKqCNFKBqh/oG+vspJCRYgQ72pd/Pz9fe7olxekI/e/vmJSTp8Xk1n1Frm4b62fParSU3ze7XpuaoWlVVlUM/g6qqqhQUFKio2Hi1i01osn1NTCcV2b6D8pvxenCcNb/kueWQc/cg7y2PnLuOIzn1MwzDcGEsLa72UghpaWlaunSpzbaHDx9Wly5dJEmTJk3S8uXLGx27S5cuOnz4sHr06KGcnBynxfzYY49p3rx59Z5/9dVXFRoa6rTXAQAAANC6FBcX63e/+53OnDmjiIjGl3Py6SN3ISEh5uPy8vIm21uPrrVt29apcTz88MO6//77ze8tFou5IHtTb6Cr5eTk6IcfftAb+6rVNqbp/4mv7ccftuuzFYs05PZH1SGxJ/0c6Begao2KPqkPCzqo8n83tfXEOD2hn719Ew9+rz/+5U49+cgSHU7qXa9fQmL3ejl3dqytpV9h/jEd/OBFZWUucmjd0NzcXE1Nv09JV06z+8jdqOiTemNftfb9x/HXg+MqKiq0bt06jRw5UoGBge4OxyeQc/cg7y2PnLuOvTcqk3y8uGvXrp35uKFTLc9VVFQkyb5TOB0RHBys4OD61wEFBga6/cPh7+8vSaqsVpN/8J6rospQaWmZKhzsS7+fVaqN2caT43RnP3v7Vhl+CqysUJXh12hOa+fc2bG2mn7VUtHZIh05csT8GWCPI0eOqLioxOHXq6yWyssr5O/v7/afeb7CE36/+Bpy7h7kveWRc+dzJJ8+XdyFhIQoNjZW+fn5OnLkSKNtCwoKzOIuMTHRJfFkZmYqMzPTvM4NANyh7OwZHcjdr/vmPNbgfzzZUlpSrCNHf1QXrrcAAMAtfLq4k6Q+ffpo06ZNysnJUWVlpc3lEPbs2VOnjyukp6crPT1dFotFkZGRLnkNAGhKRVmJqv0CFDtovNonJNnd7+S+b3Xw8MuqqqS4AwDAHXy+uBs6dKg2bdqkoqIi/fe//9Ull1zSYLuNGzeaj4cMGdJS4QGA24RGxymiQ+PLxNR29tRxF0YDAACa4tiFLV6o9vIEWVlZDbaprq4276QZFRWl4cOHt0RoAJzox4SuevQvK/RjQld3hwIAAOASPl/cDRw4UJdeeqkk6aWXXtK2bdvqtXnmmWe0e/duSdLMmTNddpFoZmam+vbtqwEDBrhkfMCXVQSF6FinHqoICmm6MQAAQCvU6k/L3Lx5c5015/Lz883HOTk59da5mzJlSr0xFi9erCFDhqikpESjRo3SnDlzNHz4cJWUlGjlypV64YUXJEnJycmaPXu2S/ZD4po7wJXa5/+oa//9kt67/g6diu3o7nAAAACcrtUXd0uWLNGyZcsa3LZlyxZt2bKlznMNFXf9+/fXqlWrNHHiRFksFs2ZM6dem+TkZK1Zs6bO8gkAWo+ws2f0203/1icjbqS4AwAAXsnnT8u0uu6667Rz507NmjVLycnJCg0NVVRUlFJTU/Xkk09q+/bt6tnTsYWVAQAAAKCltPojd0uXLq136mVzJSUlaeHChVq4cKFTxnMU69wBAAAAaC6O3HmQ9PR07dq1S9nZ2e4OBQAAAEArQ3EHwCdYImO05po0WSJj3B0KAACAS7T60zIBwB4/RXfQmzeluzsMAAAAl6G4A+ATQkqKlHRwjw4mpai0bZi7w8E5KsrLdfDgQYf7RUREKC4uzgURAQDQ+lDceRBuqAK4TocTh/Xgk3drXsZyHeqa4u5wUEvZ2TM6kLtf9815TMHBwQ71jWkXqleyllDgAQAgijuPwiLmAHxRRXmpqv0CFDtovNonJNndr+j0CeVte0MWi4XiDgAAUdwBADxEaHScIjp0dqhPnotiAQCgNeJumQAAAADgBSjuAPiEKv8AnY7uoCp/TlgAAADeib9yAPiEo4k99X8L33N3GAAAAC7DkTsPkpmZqb59+2rAgAHuDgUAAABAK0Nx50HS09O1a9cuZWdnuzsUwOt0Opyjp++/Vp0O57g7FAAAAJeguAPgE/yrKhVTcFL+VZXuDgUAAMAlKO4AAAAAwAtQ3AEAAACAF6C4AwAAAAAvwFIIAHzCyfhEPfXH53UyPtHdocCJKsrLdfDgQYf7lZeXKygoqFmvGRERobi4uGb1bUl5eXmyWCx1nquqqpIk5ebmyt/fv8F+rWX/AAD1Udx5kMzMTGVmZpq/fAE4T2nbMH2fcrG7w4ATlZ09owO5+3XfnMcUHBxsd7+K8nIdPXRQnZO6KSDQ8V+DMe1C9UrWEo8ugPLy8jRx6p06XVhc5/mgoEA9OOMuTU2/T+XlFQ32bQ37BwBoGMWdB0lPT1d6erosFosiIyPdHQ7gVaIKTmrER6/p4ytu0k/RHdwdDpygoqxE1X4Bih00Xu0Tkuzud3Lft9p/4GVFDxzjUD9JKjp9Qnnb3pDFYvHo4sdiseh0YbHiBt+gsJh48/nA/12MkXTlNFVU1+/XWvYPANAwijsAPiHizGmNXrtMXw64nOLOy4RGxymiQ2e72589dbxZ/azyHO7hPmEx8XX2MUDVko6rXWyCKm1cdt+a9g8AUBc3VAEAAAAAL0BxBwAAAABegOIOAAAAALwAxR0An1AUHqlPL71eReHcrAgAAHgnbqgCwCeciu2oZbc/4u4wAAAAXIbiDoBPCCwvVVzeUeXFdVJFUIi7wwFwnhpapN0eLNIOwJtR3HkQFjEHXKfjsQPKmDdZ8zKW61DXFHeHA+A82Fqk3R4s0g7Am1HceRAWMQcAoGm2FmlvCou0A/B2FHcAAKBVOneRdnuwSDsAb8bdMgEAAADAC1DcAfANfn6qCAiU/PzcHQkAAIBLcFomAJ9wKKm3fv/iFneHAQAA4DIcuQMAAAAAL0BxB8AndDyWq7kZk9TxWK67QwEAAHAJijsAPiGwvExJh75XYHmZu0MBAABwCYo7AAAAAPACFHcAAAAA4AUo7gAAAADAC7AUAgCfkB+XoOf/8Ljy4xLcHQp8VF5eniwWi8P9ysvLFRQU5FCfgwcPqrKi0uHXcofm5KU17R8AtCSKOw+SmZmpzMxMVVVVuTsUwOsUh0XoywFXuDsM+Ki8vDxNnHqnThcWO9SvorxcRw8dVOekbgoItP9XdmlJsY4c/VFdKiocDbVFNTcvrWX/AKClUdx5kPT0dKWnp8tisSgyMtLd4QBeJeLMKQ367H19NugqWSLbuzsc+BiLxaLThcWKG3yDwmLi7e53ct+32n/gZUUPHKP2CUkO9Tt4+GVVVXp28XM+eWkN+wcALY3iDoBPiCrI0y0rF2tP74sp7uA2YTHxiujQ2e72Z08dlySFRsc1q19r0dy8AADq4oYqAAAAAOAFKO4AAAAAwAtQ3AEAAACAF6C4A+ATSkLDteOiS1USGu7uUAAAAFyCG6oA8Al5HTrr2ZnPuDsMAAAAl+HInRNlZ2frmmuuUXR0tMLCwjRw4EC9+uqr7g4LgCT/ykqFWwrkX8nCxwAAwDtR3DnJhg0bNHToUG3atEk33nij7r77buXn52vChAl6/PHH3R0e4PM6HcnR4plXqtORHHeHAgAA4BIUd05QWVmpO++8U35+fvr000/14osvasGCBfr666/1y1/+UhkZGdq7d6+7wwQAAADgxSjunODjjz/Wvn379Lvf/U79+/c3n2/Xrp0effRRVVZWKisry40RAgAAAPB2rb64O3nypN577z3NnTtXV199tWJjY+Xn5yc/Pz9NmTLFobEOHTqkBx54QH369FFYWJhiYmI0cOBALViwQMXFxTb7bdiwQZI0atSoetusz23cuNGhWAAAAADAEa3+bpnx8fFOGWfNmjWaMGGCzpw5Yz5XXFys7OxsZWdna8mSJVq7dq26d+9er6/1lMtevXrV2xYdHa3Y2FhOywQAAADgUq3+yF1tiYmJDR49a8rXX3+tm2++WWfOnFF4eLjmz5+vrVu3av369Zo2bZok6fvvv9fo0aN19uzZev2tBWFkZGSD40dERNQpGgG0vMNdein97x/rcJf6/wkDAADgDVr9kbu5c+dqwIABGjBggOLj43XgwAF169bNoTHuu+8+FRcXKyAgQB9++KEGDx5sbhsxYoR69eqlBx98UHv27NHChQs1d+5cZ+8GABcz2virtC0LmAMAAO/V6o/czZs3T9dee22zT8/Mzs42r5m744476hR2VrNnz1afPn0kSYsWLVJFRUWd7dYjdraOzlksFptH9QC0jA7HD2nWgnvU4fghd4cCAADgEq2+uDtfb7/9tvl46tSpDbZp06aNJk+eLEkqKCgwi0Er67V2DV1XV1BQoPz8/AavxwPQckJKi3XBd58rpNT2zZEAAABaM58v7jZt2iRJCgsL08UXX2yz3bBhw8zHmzdvbnDbhx9+WK+f9bna/QEAAADA2Xy+uNu9e7ckqWfPngoIsH0JYkpKSr0+Vpdffrm6d++uV199VTt27DCfLyws1J///GcFBAQ4vCwDAAAAADii1d9Q5XyUlpYqPz9fktS5c+dG20ZHRyssLExFRUU6fPhwnW0BAQFasmSJrrzySl166aW67bbbFBERoTfffFO5ubn6y1/+ouTkZJftBwAAAAD4dHFXWFhoPg4Pb/ouetbirqHlEIYPH67NmzcrIyNDq1evVnl5uX75y1/qz3/+syZMmNDouGVlZSorKzO/t1gskqSKiop6N29paVVVVZKkgDZSgKod6hvo76eQkGAFOtiXfj8/X3u7J8bpCf3s7WuJidOKiQ/IEhNntmmonz2v3Vpy4+n9GnsfPCnOOn3b1JzycuDAAfPnoz0OHz4sf782bt/HpuZ5c/dPktq1a6fY2FiH+lRVVSkoKLDl8tJGCgoKVFVVVYv9frW+TnNeLz8/v87fKvYqLy9XUFCQw/2a8x56qvPJO+xXe45af2bk5OTI39+/0X7NnWu++plwZB77GYZhuDCWFld7KYS0tDQtXbrUZtvDhw+rS5cukqRJkyZp+fLljY7dpUsXHT58WD169FBOTo7TYn7sscc0b968es+/+uqrCg0NddrrAAAAAGhdiouL9bvf/U5nzpxRREREo219+shdSEiI+bi8vLzJ9taja23btnVqHA8//LDuv/9+83uLxWIuyN7UG+hqOTk5+uGHH/TGvmq1jUlwqO+PP2zXZysWacjtj6pDYk/6OdAvQNUaFX1SHxZ0UOX/Lo31xDg9oZ+9fUPPnlG/nVv1za9+o+LwyHr9EhK718u5s2OlX13Web78y+Pa9MrfPDbOhvr+evzdiunYxe5+ebm79PXaf7l9Hxv62dJQP0f3r6jgpPK/eEdZmYscWms2NzdXU9PvU9KV09Qu1v7fMc3NS2H+MR384EWH4zwfFRUVWrdunUaOHKnAwEC7+1lzEztwjMKiO9jdzzrXWuo99FTNzTvsd+4cDWgj3dCjjd7YV63KRg6on+/PC1/8TFjP6rOHTxd37dq1Mx83dKrluYqKiiTZdwqnI4KDgxUcHFzv+cDAQLf/QLIeVq+sVpN/8J6rospQaWmZKhzsS7+fVaqN2caT43RnP3v7RuWf0O0vztO8jOWyhEfb7Fc7586OlX6tu1/tvgERsWob2/i12rUF5B33qH20Nc+bu38V1VJ5eYX8/f0d+r3l7++v8vKKlstLM+N0Bkd/p1tzExTZoVlzraXeQ0/nCX9Leatz52jNKdLH1TYmodHP5fn+vPDFz4Qjr+/Td8sMCQkxz6M9cuRIo20LCgrM4i4xMdEl8WRmZqpv374aMGCAS8YHAAAA4L18uriTpD59+kiqOf2wsrLSZrs9e/bU6+Ns6enp2rVrl7Kzs10yPgAAAADv5fPF3dChQyXVnHL53//+12a7jRs3mo+HDBni8rgAAAAAwBE+X9yNHTvWfJyVldVgm+rqavNOmlFRURo+fHhLhAbAicqC22pfjwtUFuzcGyIBAAB4Cp8v7gYOHKhLL71UkvTSSy9p27Zt9do888wz2r17tyRp5syZLruokmvuANc50TFJjz/ysk50THJ3KAAAAC7R6u+WuXnz5jprzuXn55uPc3Jy6q1zN2XKlHpjLF68WEOGDFFJSYlGjRqlOXPmaPjw4SopKdHKlSv1wgsvSJKSk5M1e/Zsl+yHVHPNXXp6uiwWiyIjI132OgAAAAC8T6sv7pYsWaJly5Y1uG3Lli3asmVLnecaKu769++vVatWaeLEibJYLJozZ069NsnJyVqzZk2d5RMAtB5dDuxRxrzJmpexXIe6prg7HAAAAKfz+dMyra677jrt3LlTs2bNUnJyskJDQxUVFaXU1FQ9+eST2r59u3r2dGyxWwAAAABoKa3+yN3SpUvrnXrZXElJSVq4cKEWLlzolPEclZmZqczMTFVVVbnl9QEAAAC0Xhy58yCscwcAAACguSjuAAAAAMALtPrTMgHAHsc6ddPDT7yh0zEd3B0KAACAS1DcAfAJlYHBOhmf6O4wAAAAXIbTMj0Ii5gDrhObd1R3/nOuYvOOujsUAAAAl6C48yDcUAVwndCiQg3+7H2FFhW6OxQAAACXoLgDAAAAAC9AcQcAAAAAXoAbqnggwzAkSRaLxc2RSGfPnlVxcbEqSqvlX3LWob6VZSUyqqtVUVqscgf60k+qlqHi4GKVlxSpUn4eG6cn9LO3b2lZiSz/+9fapm6/ono5d3as9KvLOs8rPDxOd76ms/s19LPFGa9XUVqsqspKFRYWOvS7q7CwUFWVlS2Wl+bGeT4qKipUXFwsi8WiwMBAu/v5Qm5cqbl5h/3OnaNN/Xyx4ueF46yvb60RGuNn2NMKLerIkSNKTOSufgAAAABqHD58WJ07d260DcWdB6qurtaxY8fUrl07+fk1fgTB1SwWixITE3X48GFFRES4NRZfQt5bHjlveeS85ZHzlkfO3YO8tzxy7jqGYaiwsFAJCQlq06bxq+o4LdMDtWnTpsmqvKVFRETwQXUD8t7yyHnLI+ctj5y3PHLuHuS95ZFz14iMjLSrHTdUAQAAAAAvQHEHAAAAAF6A4g6NCg4OVkZGhoKDg90dik8h7y2PnLc8ct7yyHnLI+fuQd5bHjn3DNxQBQAAAAC8AEfuAAAAAMALUNwBAAAAgBeguAMAAAAAL0BxBwAAAABegOIONh06dEgPPPCA+vTpo7CwMMXExGjgwIFasGCBiouL3R1eq+Dn52fX12WXXdbkWO+//77Gjx+vzp07Kzg4WJ07d9b48eP1/vvvu35HPMTJkyf13nvvae7cubr66qsVGxtr5nDKlCkOj+eMnBYXF+vpp5/WwIEDFRMTo/DwcPXp00cPPPCADh065HBMnsgZeV+6dKndn4elS5c2OZ635/2rr77S448/rquvvlqJiYkKDg5WeHi4kpOTNWXKFG3atMmh8ZjrTXNGzpnn9rNYLFq5cqVmz56tYcOGqWfPnoqMjFRQUJA6dOigyy67TE899ZROnTpl13jM8aY5I+fM8VbAABrw3nvvGZGRkYakBr969+5t7Nu3z91hejxb+Tv3a9iwYTbHqK6uNqZPn95o/+nTpxvV1dUtt2Nu0lgO0tLS7B7HWTnNyckxevfubXOMyMhIY82aNee51+7njLxnZWXZ/XnIyspqdCxvz/tvf/tbu/I0adIko6ysrNGxmOv2cVbOmef2W7dunV15io2NNd5//32b4zDH7eeMnDPHPR/FHerZsWOHERoaakgywsPDjfnz5xtbt2411q9fb0ybNs380KWkpBiFhYXuDtejWXN19913G998843Nr/3799scY86cOeY4/fv3N1asWGF88cUXxooVK4z+/fub2/70pz+14J65R+0f+omJicaoUaMcLjIMwzk5LSwsNFJSUsy206ZNM9avX29s3brVmD9/vhEeHm5IMkJDQ42vv/7aCXvvPs7Ie+0/CD744INGPw8FBQU2x/GFvPfo0cOQZCQkJBgzZ840Xn/9deOLL74wtm3bZixcuNDo1KmTuf+33XZbo2Mx1+3jrJwzz+23bt06IzEx0Zg8ebKxePFi48033zS2bdtmbNmyxVi1apVx0003Gf7+/oYkIygoyOZ+Msft54ycM8c9H8Ud6rnssssMSUZAQICxdevWetufeuop88M4b948N0TYeljzlJGR0az+e/fuNQICAgxJRmpqqlFcXFxne1FRkZGammq+Xzk5OU6I2nPNnTvXePfdd43jx48bhmEYubm5DhcZzsppRkaG+dpPPfVUve1bt241X2f48OGO7aiHcUbea/9BkJub2+xYfCHvo0ePNlatWmVUVlY2uD0vL89ITk428/Dpp5822I65bj9n5Zx5bj9bua7trbfeMvMwfvz4etuZ445xRs6Z456P4g51fPHFF+aH7a677mqwTVVVldGnTx9DkhEdHW2Ul5e3cJStx/kWd3/4wx/MMbZt29Zgm23btpltZsyYcR7Rtj7NKTKckdPy8nIjKirKkGT06dPHqKqqanCcu+66yxznyy+/tHu/PJ27ijtfz3tt7777rrmP9957b4NtmOvOZU/OmefOZz26ExsbW28bc9w1Gss5c9zzcUMV1PH222+bj6dOndpgmzZt2mjy5MmSpIKCAm3YsKEFIvM9hmHonXfekSSlpKRo0KBBDbYbNGiQevfuLanm/TMMo8VibG2cldMNGzbop59+kiSlpaWpTZuGf5TWvtnIm2++eZ7Rg7z/rPZNmPbt21dvO3Pd+ZrKubOQ87rCwsIkSaWlpXWeZ467jq2cOws5dy2KO9RhvRtYWFiYLr74Ypvthg0bZj7evHmzy+PyRbm5uTp69KikuvluiHX7kSNHdODAAVeH1mo5K6e175rX2DipqanmL0k+J+ePvP+svLzcfNzQH0bMdedrKufOQs5/tnv3bu3YsUNSTQFXG3PcNRrLubOQc9eiuEMdu3fvliT17NlTAQEBNtvV/sBb+8C21157Tb1791bbtm3Vrl079erVS2lpafrkk09s9qmd16Z+wPJ+2MdZObV3nICAAPXo0aPBMXzZlClTFB8fr6CgIMXGxmrQoEF65JFHzD/UbCHvP9u4caP5uKFcMNedr6mcn4t53jzFxcXau3evFi5cqOHDh6uqqkqSNHPmzDrtmOPOY2/Oz8Uc90wUdzCVlpYqPz9fktS5c+dG20ZHR5v/m3L48GGXx9ba7dq1Sz/88INKS0t19uxZ5eTkaPny5RoxYoTGjRunM2fO1OtTO69NvR+JiYkN9kNdzsqp9fuwsDBFRUXZNU5eXp7KysocCddrbdy4USdPnlRFRYVOnTqlzz//XPPnz1fPnj31z3/+02Y/8l6jurpaTzzxhPn9zTffXK8Nc9257Mn5uZjn9qu9dlpYWJiSk5M1e/ZsnThxQpL0wAMPaMKECXX6MMfPT3Nyfi7muGeyfWgGPqewsNB8HB4e3mT7sLAwFRUV6ezZs64Mq1ULDQ3V9ddfr8svv1wpKSkKDw9XXl6eNm7cqH/84x86deqU3n77bY0ZM0br1q1TYGCg2deR98NaaEvi/WiEs3JqHcfez0ntcYKDg+2K1Rt1795d48eP1+DBg81f2Pv379cbb7yh119/XaWlpfr9738vPz8/TZ8+vV5/8l7jb3/7m7744gtJ0rhx45SamlqvDXPduezJuRXz3Hkuuugi/eMf/9All1xSbxtz3DUay7kVc9yzUdzBVPvC2aCgoCbbWz9gJSUlLouptTt69GiD/ys1cuRI3XPPPbr66qu1fft2bdy4Uc8//7zuvfdes40j70ftH3a8H7Y5K6fWcRz5nDQ0ji8ZN26c0tLS5OfnV+f5AQMG6JZbbtF7772n8ePHq6KiQrNmzdL111+vX/ziF3Xakvea/yl/6KGHJEkdOnTQ888/32A75rrz2JtziXneXGPHjjUL5pKSEu3bt0+rV6/WW2+9pQkTJmjRokW69tpr6/Rhjp+f5uRcYo63BpyWCVNISIj5uPaF47ZYD4+3bdvWZTG1do2dbhAfH6/XX3/d/OH27LPP1tnuyPtR+1QF3g/bnJVT6ziOfE4aGseXREZG1vtjoLZrr71WGRkZkmqu/3jppZfqtfH1vH/33XcaN26cKisrFRwcrNWrVys+Pr7Btsx153Ak5xLzvLmioqJ0wQUX6IILLtCAAQN066236s0339Ty5cu1f/9+jRkzRkuXLq3Thzl+fpqTc4k53hpQ3MHUrl0787E9p/YVFRVJsu+wOhrWvXt3jRw5UpKUk5OjY8eOmdsceT+s74XE+9EYZ+XUOo4jn5OGxkFd06ZNM/9oqH3zCitfzntubq5GjRqlgoIC+fv7a8WKFY3eZY65fv4czbm9mOf2mzRpkm666SZVV1drxowZKigoMLcxx12jsZzbiznuXhR3MIWEhCg2NlZSze2CG1NQUGB+4GpfqAzH9e3b13xc+w5TtS8Qb+r9qH2BOO+Hbc7KqXWcoqIic62epsaJi4vjWoEmdOjQwfwZ1NDd1nw178eOHdMVV1yhY8eOyc/PTy+//LLGjRvXaB/m+vlpTs7txTx3zJgxYyTV5OM///mP+Txz3HVs5dxezHH3orhDHX369JFUcxSpsrLSZrs9e/bU64PmsbXoeO2ir3a+G8L7YR9n5dTecSorK83Fjnlf7GPr8yD5Zt7z8/M1cuRI7d+/X1LN6duTJ09ush9zvfmam3NHMM/tFxcXZz4+ePCg+Zg57jq2cu4I5rj7UNyhjqFDh0qq+d+U//73vzbb1T7MPmTIEJfH5c127dplPk5ISDAfd+vWzfy+odMaavv0008lSZ06dVLXrl2dH6SXcFZOrZ+Tpsb58ssvzSPcfE6advLkSZ06dUpS3c+Cla/l/cyZM7ryyivNnxFPPPGE0tPT7erLXG+e88m5vZjnjql95Kf2aXnMcdexlXN7Mcfdi+IOdYwdO9Z8nJWV1WCb6upqLV++XFLNBbnDhw9vidC80v79+7Vu3TpJNdffderUydzm5+dnnhqxZ88effbZZw2O8dlnn5n/8zVmzJhGL3T2dc7K6WWXXabIyEhJ0rJly2z+D2Xti9GddUqXN3vhhRfMXDZ0bZMv5b24uFijR4/WV199JUn605/+pD/+8Y9292euO+58c24v5rljXnvtNfNxv379zMfMcdexlXN7McfdzADOcemllxqSjICAAGPr1q31tj/11FOGJEOSkZGR0fIBthL//ve/jYqKCpvbjx8/bvTv39/M5TPPPFOvzffff28EBAQYkozU1FSjuLi4zvbi4mIjNTXVfL9++OEHp++HJ8vNzTXzl5aWZlcfZ+X00UcfNV/7qaeeqrd969at5usMGzbM0V3zaI7mPTc31/jqq68abfPuu+8aQUFBhiQjJCTEOHLkSIPtfCHvZWVlxqhRo8z9nDlzZrPGYa7bzxk5Z547JisryygpKWm0zcKFC808dO3atd7vVOa4Y84358zx1oHiDvV89dVXRtu2bQ1JRnh4uPH4448b27ZtMz7++GNj+vTp5ocxOTnZsFgs7g7XYyUlJRkJCQnGPffcY7z66qvG1q1bje3btxvr1q0z/vSnPxnt27c3czl06FCjtLS0wXEeeughs13//v2NlStXGtnZ2cbKlSvrFIcPP/xwC+9hy9u0aZORlZVlfj399NPm/g8ZMqTOtqysLJvjOCOnFovFSE5ONttOnz7d+Pjjj41t27YZjz/+uBEeHm5IMtq2bWts377d+cloQeeb908++cSQZAwePNh4/PHHjbVr1xpffvmlkZ2dbaxatcq46aabDD8/P3PM5557zmYsvpD38ePHm/s3YsQIY+fOncY333xj8+v777+3ORZz3T7OyDnz3DFJSUlGTEyMMW3aNGPZsmXG5s2bjR07dhibNm0y/v73vxtDhgwx9z8oKMhYt25dg+Mwx+13vjlnjrcOFHdo0L///W8jIiLC/NCd+5WcnGzs3bvX3WF6tKSkJJv5q/11ww03GAUFBTbHqaqqMm6//fZGx7jjjjuMqqqqlts5N0lLS7Mrp9YvW5yV07179xq9evWyOUZERITx7rvvOjsNLe588279g6Cpr9DQUOOf//xnk/F4e94dybUkIykpyeZYzHX7OCPnzHPH2Ps7snPnzsaHH35ocxzmuP3ON+fM8daB4g42HThwwJg1a5aRnJxshIaGGlFRUUZqaqrx5JNPGkVFRe4Oz+Nt2LDBmDdvnnHVVVcZycnJRkxMjBEQEGBERUUZ/fr1M+66664GT3u1Zc2aNcaYMWOMhIQEIygoyEhISDDGjBljrF271oV74VmcVdxZOSOnZ8+eNZ588kkjNTXViIqKMkJDQ43evXsbs2bNMg4cOHA+u+sxzjfvFovFeOWVV4z09HTjkksuMbp06WKEhoYaQUFBRnx8vDFixAhj/vz5xokTJ+yOyZvz7szizoq53jhn5Jx57picnBzjH//4h3HLLbcYv/rVr4z4+HgjICDACA8PN3r06GHccMMNRlZWlt1/bzDHm3a+OWeOtw5+htHIvUoBAAAAAK0Cd8sEAAAAAC9AcQcAAAAAXoDiDgAAAAC8AMUdAAAAAHgBijsAAAAA8AIUdwAAAADgBSjuAAAAAMALUNwBAAAAgBeguAMAAAAAL0BxBwAAAABegOIOAAAAALwAxR0AAAAAeAGKOwCA2505c0aZmZm65ppr1LVrV4WGhioyMlLJycmaMGGCVq1apaqqKneHCQCAR/MzDMNwdxAAAN+1ZMkSPfTQQzp16lSj7fr27at//vOfGjp0aAtFBgBA60JxBwBwm//7v//TggULJEkBAQG69dZbdf311yspKUnl5eX6/vvvtWLFCq1fv16SFBwcrFdeeUU33nijO8MGAMAjUdwBANwiMzNTM2bMkCQlJibq3Xff1YUXXthg21WrVmny5MkqLy9XUFCQPv/8c1100UUtGC0AAJ6P4g4A0OIOHjyolJQUlZaWKjw8XNu3b1fPnj0b7bNy5UrddtttkqQLLrhAO3fulJ+fX0uECwBAq8ANVQAALW7RokUqLS2VJGVkZDRZ2EnSrbfeqtGjR0uSvv32W7333nsNtquurtaKFSt0ww03qEuXLmrbtq3at2+vCy+8ULfffrvef/99VVZW2nydLVu26M4771Tv3r0VERGh8PBwpaSkaOzYsVq+fLksFkud9kuXLpWfn5/8/Px04MABm+MeOHDAbLd06dJ626dMmSI/Pz917dpVknT06FHdf//9Sk5OVmhoqOLi4nTNNdfoP//5T6N5Kioq0qpVq3TnnXfqoosuUmRkpAIDAxUXF6dhw4ZpwYIFOnv2bKNjWON87LHHJEnZ2dm67bbb1LlzZwUHB6tTp06aNGmSdu/e3eg4Vt9++63uuece9evXT9HR0QoNDVXPnj111VVX6fnnn1deXp7Z9v7775efn58CAgJ09OjRJse++OKL5efnp969e9sVCwB4NQMAgBZUXV1txMTEGJKMtm3bGj/99JPdfT/44ANDkiHJGDduXL3tubm5xkUXXWS2sfX1ySef1OtbXFxs3HbbbU32zcjIqNMvKyvL3Jabm2sz9tzcXLNdVlZWve1paWmGJCMpKcnIzs42OnToYDOGmTNn2nydYcOGNbkP3bp1M3bv3m1zjNr7+uyzzxoBAQENjhMaGmps3LjR5jiVlZXGrFmzjDZt2jQaT1pamtnnu+++M5//61//anNswzCMr7/+2u62AOALApxXJgIA0LTvvvtOp0+fliT99re/VWRkpN19L7/8coWGhqq4uFibN2+us+3EiRMaMmSIjh07JkkaMWKE0tLSlJKSIj8/P+Xm5urjjz/Wa6+9Vm/c6upqjRkzRuvWrZMk9erVS3/4wx+Umpqq0NBQ/fjjj9q6datWr17d3N22W3FxsW666SadOXNGDz30kK655hoFBwfr888/11//+lf9+OOPWrx4sbp06aL777+/Xv/Kykr169dP119/vVJTU5WQkCDDMHTw4EG99dZbWr16tXJzczV27Fjt2LFDISEhNmP54IMP9Pnnn+tXv/qVZs6cqX79+qmkpERvvfWWFi9erOLiYk2aNEl79+5VUFBQvf7Tp0/Xyy+/LEnq2LGjZsyYod/85jeKjIxUXl6evvjiC73++ut1+vTt21eDBw/Wtm3blJWVpYceeshmfFlZWZIkf39/paWl2ZVfAPBq7q4uAQC+5ZVXXjGPtjz88MMO9x88eLDZ/+jRo+bzY8eONZ9/8sknbfY/e/ascfr06TrPLVq0qM4RwdLS0gb7VlVV1XlNw3D+kTtJRmBgYINHxI4ePWp07tzZPGp24sSJem1++OEHmzEYhmGsW7fOPJK2ZMmSBtuo1lG1a665xigrK6vX5i9/+YvZ5s0336y3/e233za3Dx482CgoKLAZ0+HDh+t8//LLL5t9t2zZ0mCf8vJyIy4uzpBkXHvttY3sMQD4Dq65AwC0qPz8fPPxL37xC4f7x8fHm4+ta+Pt2bNH77zzjiRpzJgxevDBB232DwsLU3R0tPl9dXW1nn76aUlSp06dtHz5cgUHBzfYt02bNkpISHA4Zkfddddd+u1vf1vv+YSEBD3zzDOSao7wLVu2rF6bXr16NTr2FVdcoeuvv16S9PbbbzfaNiQkRFlZWQ0elbv33nvN5zdt2lRv+xNPPCFJCg0N1WuvvaaoqCibr9O5c+c63998882KiIiQ9PPRuXO9++675rV6t99+e6P7AQC+guIOANCiCgsLzcdhYWEO96/dx3pzk7Vr18r4382fZ82a5dB4O3bsMG/cMW3aNIWHhzsck7NNnTrV5rZx48aZhdJHH33U5Fh5eXnau3evvv32W/MrLi5OkvT111832nfkyJHq0KFDg9vatWtnFpL79++vs+3UqVP6/PPPJdUUap06dWoyztrCwsJ06623SqpZBqO4uLheG2vRFxcXp2uvvdah8QHAW1HcAQBaVLt27czHTd21sSG1+1iP7mzfvl2SFBgYqEGDBjk0nrWvpAaPlrW0oKAg/epXv7K5PTAwUP3795dUcxfKhmzZskW33HKL2rdvrw4dOig5OVn9+vUzv1588UVJdY+iNiQlJaXR7TExMZLqFuxSTcFsLbabm9M777zTHPuNN96os+348eN6//33JUmTJk1SYGBgs14DALwNxR0AoEW1b9/efHz8+HGH+584caLeWNYiJSYmxuYplbbULnA6duzocDzOFhMTo4CAxu93Zj011Xpjmtoee+wxDR06VKtXr25we20lJSWNbg8NDW10e5s2NX9GVFVV1XneGTkdMGCAuaj9uadmLl++3FzOglMyAeBnFHcAgBZl/YNdqnvUzB5VVVXauXOnpJrT8c69/u18FzX3hEXR7YnBelTsXOvXr9e8efMkSd27d9ff//537dy5Uz/99JMqKytlGIYMw9Cjjz7q1Jgbcz45tR6927Bhg3Jzc83nresEXnLJJfrlL395XvEBgDehuAMAtKgLLrjAPJ3v008/1ZkzZ+zu+9FHH5nXXw0dOtR8PjY2VlLNtV7l5eUOxWPtK8lcRsER1qNXUs3NWWwpKiqya7xTp07VOxJ2rpMnT0r6+bRIK+vpllFRUdq2bZvuvvtu9evXT5GRkfL39zfbFRQU2BVLc51vTq0mTpyokJAQGYZh3jzms88+MxdP56gdANRFcQcAaFF+fn6aNGmSpJrTAq0FiT2effZZ8/GUKVPMx7/+9a8lSRUVFdq2bZtD8Vj7SjXFpqNqX0PYWNH0/fff2zVeeXl5ozc6qays1I4dOyTVFMq1fffdd5Jq1vizdSMUSfryyy/tiqW5+vfvbx6xa05OraKionTDDTdIqjlaZxiGuW5eaGioedMVAEANijsAQIubOXOmeW3cvHnzlJOT02SflStXas2aNZJqFrqufYfE0aNHm8XE3/72N4diufDCC5WYmChJWrJkicM3eenWrZv5uLGi6dVXX7V7zIaWOLB66623zCLyiiuuqLPNeh1aQ3eXtNqxY4c+++wzu2NpjpiYGP3mN7+RJK1evfq8jt5NmzZNknTw4EGtWbNGq1atkiTdeOON5g11AAA1KO4AAC2uW7dueuqppyTV3P3y8ssvb/Ro1erVq5WWliap5m6S//rXv+qcDpmcnKxx48ZJkt555x1z3bqGFBUV1TnC1qZNG/3f//2fJOnIkSOaPHmyzVM7q6ur6xUqtU8zfe6551RWVlav34oVK+rd8bExzz//vDZv3lzv+ePHj+uBBx6QVHPkypoTK+vSBJs3b663PIFUsyzCxIkT7Y7jfPzxj3+UVFNo3nTTTY2efnvkyBGb24YNG2bu17Rp08zlLzglEwDqo7gDALjFvffeq5kzZ0qSDh06pNTUVE2ePFmvv/66srOztXXrVr388su64oordMstt6i8vFxBQUFavnx5nVMprf7+97+bN1h58MEHdfnll+tf//qXsrOz9eWXX+r111/XjBkzlJSUVK+QTE9P18iRIyXVHBnr16+fFi9erC1btmj79u36z3/+o4yMDKWkpOiFF16o0zcgIEDTp0+XVLM0wYgRI/TOO++Y/W6//XZNnDhRgwcPtisv1hvFjBw5UnPmzNHmzZuVnZ2tzMxMXXzxxTp06JAk6c9//nO9Uy8nT54sqaZgHjZsmJ577jlt27ZNW7du1YIFC3ThhRdq165ddsdyPq677jrdcccdkqStW7eqb9+++utf/6pPP/1UO3bs0EcffaQnnnhCv/71r/XII480OpZ1HOvdVXv06OERy1YAgMcxAABwo+eff96IiYkxJDX6lZKSYmzYsKHRsfbt22dccMEFTY71ySef1OtbVFRk3HjjjU32zcjIaLDvoEGDbPYZNmyY8c0335jfZ2Vl1RsjLS3NkGQkJSUZ2dnZRmxsrM3x7r33Xps5mDp1qs1+/v7+xqJFi4yMjAzzuYY0tq+1DRs2zNy/hlRWVhozZsww/Pz8Gs1pWlpao69z/PhxIyAgwGw/f/78RtsDgK/iyB0AwK1+//vfa9++fXr22Wd11VVXKTExUSEhIQoPD1ePHj106623asWKFfrmm280bNiwRsfq3r27duzYoaVLl2r06NHq2LGjgoKCFBsbqwsvvFDTpk3TRx991OBRn9DQUL322mv6+OOPNWnSJHXr1k1t27ZVu3btlJKSovHjx+vVV181T+E8t+/HH3+s+fPnq1+/fmrbtq0iIiI0YMAAPffcc1q/fr3Cw8Ptzklqaqq++uor3XvvverRo4dCQkLUvn17XXXVVVq7dq0WL15ss+/LL7+sf/3rX7r00kvVrl07BQcHKykpSZMmTdLWrVvNo6Utwd/fX88++6y+/PJLTZ8+XcnJyQoLC1NoaKh69eqla665Ri+++GKT10nGx8ebR1b9/f3rnY4KAKjhZxg2FssBAAAtZsqUKVq2bJmSkpJ04MABd4fjUQzDUNeuXXXo0CFdffXVWrt2rbtDAgCPxJE7AADg0T766CPzWkPr9XcAgPoo7gAAgEez3v20Y8eOuv76690cDQB4rgB3BwAAAFBbYWGhTpw4IYvFomXLlmndunWSpNmzZyswMNDN0QGA56K4AwAAHuWNN97Q1KlT6zx30UUX6Z577nFTRADQOnBaJgAA8Eht2rRRUlKSZsyYoY8++khBQUHuDgkAPBp3ywQAAAAAL8CROwAAAADwAhR3AAAAAOAFKO4AAAAAwAtQ3AEAAACAF6C4AwAAAAAvQHEHAAAAAF6A4g4AAAAAvADFHQAAAAB4gf8PqJMmlmfUFzYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA48AAAJLCAYAAABHZ6MZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADLNElEQVR4nOzdeVxUVf8H8M+wy46yiKKIKSpprribYqmZmqap5YqpbVRuPZVWbj3WY7mVYeUG7lpmZu5p7mki7uKagLgCCgw7A3N+f9Dc34wMzMIsgJ/368XrDjPnnPudM+t37rnnyIQQAkRERERERERlsLF2AERERERERFTxMXkkIiIiIiIinZg8EhERERERkU5MHomIiIiIiEgnJo9ERERERESkE5NHIiIiIiIi0onJIxEREREREenE5JGIiIiIiIh0YvJIREREREREOjF5JCKqBA4ePAiZTAaZTIZu3bpZOxyL2Lx5M1566SXUrl0bjo6OT9z9J6LKJzw8XHqvio6OtnY4RCZnZ+0AiLR59OgRTp06hZiYGJw6dQqJiYlITU1FSkoKZDIZvLy80LRpU3Tr1g2jRo1C7dq1rR0yEZnQqFGjsGbNGmuHYTEZGRnYtWsX/vjjD8TGxiIlJQWpqalwcHCAl5cXGjVqhNDQUPTr1w8dOnSwdrhUBWVlZWHNmjX46aefcP36daSkpMDHxwfBwcEYMmQIRowYAVdXV2uH+cTp1q0bDh06ZFTd0aNHV5kE9v79+/jjjz9w8OBBnDt3DvHx8ZDL5XBxcUHNmjXRrl07vPLKK+jTpw9sbHhszKwEkZkFBgYKAAKAiI+P16tOnz59pDq6/hwcHMSMGTNEUVGRee8IkRUdOHBAes537drV2uGY1fr16zVe423bthXh4eEiIiJCREREiEWLFlk7RJPJzs4Wc+bMEV5eXnq/5wUHB4v169cLpVJp9viepOfdk+yvv/4SQUFBZT7v6tevL06cOGHtUCu80aNHS30WFRVV7va6du2q93vD43+jR4/W2eaBAwfKHaM5JSYmirCwMGFjY6PXfW7evLk4f/68tcOu0njkkSo8Pz8/NG7cGHXr1oWLiwtycnJw/fp1xMTEoLCwEAUFBZg1axYSEhKqzC9sRE+yVatWSZdnzZqF6dOnWzEa87l16xb69euH8+fPa1xft25dPPPMM/Dx8UFRURHu37+Pc+fO4cGDBwCAa9euYdiwYUhKSsKHH35ojdCpCjl//jx69eqFzMxMAIC9vT26d++OgIAAJCUl4c8//0RhYSFu3ryJnj174tixY2jatKmVo34yhYaGom3btnqXb9++vRmjsYy7d+/iwIEDGtcFBgaiRYsW8PX1RXZ2NmJiYnD9+nUAwLlz59CpUyfs378foaGh1gi5ymPySBVSt27d0L9/fzz//PMICgrSWub+/fuYMGECfvrpJwDFXzj79euHQYMGWTJUIovo1q0bhBDWDsMiTp8+LV0eO3asFSMxn4SEBHTo0AH3798HAMhkMrz22muYNm0ann766RLlhRA4deoUFi9ejHXr1kGpVCInJ8fSYVMVo1AoMHDgQClxbN68OX777TcEBgZKZRISEjBgwACcO3cOcrkcgwYNwqVLl2Bnx6+Qlvbiiy9i5syZ1g7DKmrVqoXXX38do0ePRoMGDUrc/ttvv2Hs2LF4+PAhMjMzMXjwYFy+fBnVqlWzQrRVGwcFU4X0wQcfYPz48aUmjgBQs2ZNbNy4UWPyjB9//NEC0RGROaWlpUmX/f39rRiJeRQUFGDw4MFS4ujk5IQtW7Zg3bp1WhNHoDi5DA0NxerVq3Hu3Dke+SGTWLZsGf755x8AgJeXF3bt2qWROAJAvXr1sGvXLnh5eQEoPvK9cuVKi8dKTyZ3d3csWLAA//zzDz7//HOtiSMA9O/fH7t27YKtrS0AIDExEatXr7ZkqE8MJo9UqclkMrz++uvS/+pHLIiociosLJQuV8WJD7766iucOnVK+n/VqlUYMGCA3vWbNm2KEydOoEePHmaIjp4kkZGR0uUPPvig1B9r/P39MWXKFK31iMwpJCQEkyZNgpOTk86yoaGhGqPPduzYYc7QnlhV71OZKoSEhARpqurExETp+qCgIOl69b+DBw8avS9fX1/psmrojSVcunQJ//nPf9CyZUt4e3vD0dERtWrVQrdu3TB37lw8fPjQ4DbPnz+Pjz/+GO3atUPNmjXh4OAAV1dXNGrUCEOHDsWKFSuQkZGhsx25XI7FixejX79+qFevHlxdXaX4nnvuOcyaNQuXLl3SWrdbt24GPS4zZ86Uypc2nEZbmZycHCxZsgRdunSBv78/nJycULduXbz22mv4888/de5XJTY2Fl9++SX69u2L+vXrw9XVFQ4ODvDz80PHjh3xySef4NatW3q1Va9ePSnOhIQEAMDt27fx2WefoXnz5vD09ISLiwsaN26M9957T+O5rY+ioiL89NNPGDVqFBo1agQvLy/Y29ujRo0aaN++PSZMmID9+/drHZ5qzFIdSUlJ+Pzzz9GlSxfUqlULjo6OqF69Olq2bIkPPvgA165d06sdhUKBtWvXYuDAgVIfq55PzzzzDPr06YP58+fj4sWLhnSHBvW+V/f4e0W9evVKbcMUr8no6GhpX+Hh4QCKH7eNGzeif//+qF+/PqpVqwaZTIatW7cafD9zc3Px7bffSv8PHDgQQ4YMMbgdFxcXdOrUSettGRkZ2LBhA9588020a9cO3t7ecHBwgLu7Oxo0aIBhw4bh559/hlKpLLV91Ws2LCxMuu7QoUNa37/LekwAICYmBpMmTUKLFi3g4+MDBwcH1KxZE127dsXcuXM1jjTrIoTAhg0b0Lt3b+l9IzAwEH379sXmzZul146h72O3bt3C9OnT0b59e/j5+UnvIe3bt8eMGTOQlJSks43SXqM7d+7Ea6+9hoYNG8LV1RUymQyLFi3Cli1bpPKNGzfWuw+uXbsm1XN2dtbrM0GbGzduIC4uTvpf9Xwvjfrt58+fl45Ylldleg//448/MGTIENSpUwdOTk6oXbs2nnvuOURHR0OhUBh61y1O1Tfqs7eGhYVpfV1rm0MiOTkZUVFRGD16NFq2bInq1avD3t4enp6eaNy4McaMGYM9e/ZY8B6VpP6+qHoOkIlZdboeqrLi4+MNmhGsPLN9LVy4UGqnYcOGprsTpVAoFOK9994Ttra2Zd4nT09PER0drVebaWlpYujQoUImk+nsKz8/vzLb+v777/WeuXHXrl0l6hs6C9uMGTOk8jNmzNCrzJUrV0RISEiZsYWHh4uCgoIy9x0aGqrX/bS3txdz587VeV8enxn4119/FR4eHqW2W61aNbF9+3ad7QohxOHDh0VwcLBe8X700Ucl6hsy62VRUZH47LPPhJOTU5n7sbOzE9OmTStz1s6rV6+KJk2a6P1avn79ul798Tj1vi/rLzAwsERdU74mo6KipPKjR48Wd+7cEV26dNHa3q+//mrw/Vy9erVGG0ePHjW4jbL88ssvwtHRUa++bNGiRakzYKu/Zo15TIQQ4tGjR2LQoEE663t6eoqff/5Z53179OiR6NatW5ltvfTSSyIjI8Og97E5c+bofK04OTmJL7/8ssx2Hn+Npqeni5dffllrewsXLhQKhULUrFnT4OfCRx99JNUZOXKkXnW0+fHHH6V2goOD9arTsGFDqc6yZcuM3rdKZXkPLygoECNHjiwzxvbt24s7d+6YdbbV0j5j9aXva1pb7N98843O91jVX/fu3UVqamq5YjXWt99+K8UREhJilRiqOp7tTGbh7u6OiIgIAMDq1aulI4KjRo2Cm5tbifLGrtN49+5dzJs3T/rf3JPlKJVKDBo0CNu2bZOuq169Orp164bq1asjKSkJBw4cQEFBAdLT0xEeHo60tDRMnDix1Dbv3r2L7t274+rVq9J1np6e6NSpE/z9/aFQKJCYmIjY2FhkZmYiLy+v1Lbef/99LF68WPrf1tYWoaGhaNiwIZycnJCSkoKzZ89Kv8aV1Za5ZGRk4MUXX8TNmzfh4OCAbt26oW7dunj06BEOHDggHYWIjo5GTk4ONm3aVGpbql+jHR0d8fTTT6NBgwbw8PCAEAL37t3D33//jdTUVCgUCnz00UcAoPfslPv378ebb76JoqIi1K1bFx06dIC7uzvi4+Nx8OBBFBYWIjc3F0OGDMHFixfLPD9348aNGDVqlMYv08HBwWjVqhU8PDyQkZGBS5cu4dKlS1AqleV6XIqKijB06FD88ssv0nX+/v5o164dfH19kZWVhb///hv//PMPCgsL8cUXXyAlJQVLly4t0VZmZiaef/556aiLjY0NWrZsiSZNmsDV1RU5OTm4c+cOzp07h9TUVKNjBorXI1MdGVQfEqd6H1GpUaOGxv/meE2q5Ofn46WXXkJsbCzs7OzQsWNHNGjQAHl5eUYPkVc/ql63bt1Sjx4aKzk5Gfn5+QCAgIAAhISEoGbNmnB2dkZWVhYuX76M06dPQwiBs2fPokuXLjh79myJfm3bti0iIiJw584d6QhrrVq18PLLL5fY5+N1geIJzbp3747Lly9L1zVp0gQtWrSAm5sbkpOTcfToUaSmpiI9PR1DhgzBmjVrMHz4cK33Ky8vD7169UJMTIx0XZ06ddC5c2c4Ozvj6tWr+Ouvv7Bt2zaMGTNG7/569913NZ5vLi4u6N69O2rWrIn79+/jwIEDyMrKQl5eHqZOnYoHDx5g4cKFOtsVQmDEiBHYvn27dL5qkyZNIITAxYsXIZPJYGdnhzFjxuDLL78EAKxYsULn86GoqEjjPK7yTCil/ti0atVKrzqtWrWSZrVUr2+syvIePnz4cPz888/S/zVq1EBYWBg8PT1x8+ZNHD58GCdOnMDLL79c6jl5FYHq/fTXX3/F3bt3AQADBgzQ+h2sSZMmGv/fvXsXRUVFAID69eujSZMm8PHxgZOTE9LT03HhwgVpRNOff/6J559/HidOnICjo6M571IJFy5ckC7XqVPHovt+Ylg1daUngjHrPJYlJydHXLp0ScybN0/4+vpq/HKanp5e/oDLMHfuXI1f1z788EORl5enUebevXuiZ8+eUhk7O7tS18ZSKBSiU6dOGr+Cfvfdd1qPuOXn54tt27aJAQMGaG3r+++/14htyJAhIikpSWvZCxcuiPfff1/s2bOnxG3mPvLo4OAgAIjnn39e3L17V6Ncbm6umDhxosb9WLlyZan7fvvtt8WOHTtETk6O1tsLCwtFVFSUcHFxkX69vnnzZqntqT9XHR0dhYuLi1izZk2JI3MXL14UtWvXlsqOGTOm1DZPnz6tcVSjZcuWpT4f7t27J77++mutv7Dre+Txs88+k8r5+vqKTZs2aV0D9eeff9b4RX7Tpk0lyqgf1Q8JCRFXrlzRuk+lUilOnjwp3n77bXHr1q1SY9OX+uOvi6lfk+pHHu3s7KT+1vbe9fh+9PHUU09J7Q8ePNjg+rps27ZNfPnll2UeAb5586bo1auXFMfYsWNLLWvMOo9FRUUiLCxMqteqVSsRExNTolxubq6YOXOmNOLCxcWl1Nfn1KlTpfZsbW3F4sWLtb4uVUfJ1Y++lvY+tmnTJo3nzqhRo0RGRoZGmYyMDDFixAiNcps3b9bannpfqZ47zZo107rmnOq5c/PmTY37L5fLtbatsm3bNmkfDRo0KLOsLr1795ba0jbaQZv//Oc/Up0XX3yxXPsXonK8h6u/JwAQkydPLvHav3HjhmjdurXGZxwq4JFHbW3qO/JrxYoVYvHixeL27dulljl37pxo06aN1Pbnn39uknj1lZWVpTHy6uuvv7bo/p8UTB7J7MqbPB45ckTnEIkXXnhBPHz40PTBq8nIyBCurq4aHyClycvL0xiOExYWprXcsmXLNL5sHD582KjYHj16JNzc3KS23nrrLaPaEcL8yaMqgcrNzS21zXHjxklla9WqJRQKhZH3ptjGjRs1kovSqD9XZTKZ1mG9Ktu3b5fKurq6lhqj+o8Dbdq0EZmZmUbdB32+xMfHx0vDitzc3MTly5fLbHP//v1Sm02aNCnxBUt9yOEff/xhVNzG0Dd5NMdr8vEvis2aNSv1i60xVEkFADFz5kyTtWuogoIC8cwzzwigeEjmo0ePtJYzJnlUH5rbokULnc/56dOnl/ne9fDhQ41kcP78+aW2dfv2beHp6anxGGp7HysqKhJBQUFSmUGDBpU6fFupVIr+/ftLZZ966imtP8io9xUAUbNmTZGSklLmfRdCiOeff16qo2soqHocuobR6tK2bVuprQULFuhVZ/78+VKd9u3bl2v/hrDWe3hhYaEICAiQyo0bN67U9lJTUzUSUnMkj6GhoSIiIkLvv9K+FxmTPOorPT1dGo7t7+8vCgsLTdp+WaZMmaLxmD548MBi+36SMHkkszNn8ujp6SnWrVtn+qC1UD+y5+fnp/ML5d9//60Rq7ajNo0bN5Zu1/eXX23+97//Se0EBgYadURExRLJ459//llmm2lpadIvzQDE1q1bjbgn/6+wsFBKMlq1alVqOfXnar9+/cpsU6lUapyvdOHChRJlTpw4ofFF5tKlS0bfB32+xKsftdX3F1/1I1CxsbEat/Xo0UO67ezZs0bHbih9k0dzvCYfTx537txZrvuiLiMjQ6PtRYsWmaxtY6gftd22bZvWMsYkjy1atJDqHDlyRGf53NxcKeHz8PAokZgtXrxYaq9+/fo6v4zOmTNHZ/K4a9cu6XYHB4cSoyAed/v2bWFvby/V2b17d4kyjyePS5Ys0XnfhRDip59+0ishu3//vvTjg52dnc6YdVE/7/z777/Xq86SJUukOk2bNi3X/g1hrffwHTt2SLc7OzuX+iOLyooVK8yaPBr6V9p3LnMmj0IUH1FWta/tyLs57Nu3T+OczDlz5lhkv08invNIFV6tWrWkcfpCCGRmZuLq1as4ffo00tPTMXz4cCxfvhw//PADgoODzRaH+rlKr776qs6FZ9u2bYtmzZpJ4+8PHDiARo0aSbcnJibiypUr0v/vvvuu0bHt3r1bujx+/HiLn2NgiDp16uicLdTT0xP9+/fH+vXrART3Xf/+/cusc+HCBZw+fRoJCQmQy+XSeV8qqlk8L1y4AKVSqXMJiMGDB5d5u0wmQ/PmzaW1+hISEkqsvaf+uDz33HMICQkps83y2rlzp3T51Vdf1atO9+7dpdnxjh49qnHuU926daXLS5YsqXDrqJr6Nfk4Ly8v9OrVyzTBouRs0K6uriZrW5v09HScOHECly5dwsOHD5GVlaUxw6r6+8/Zs2fRr1+/cu/z3r17OHv2LIDic9k7d+6ss46TkxM6dOiAXbt2ISMjAxcvXsQzzzwj3a4+W+qQIUOkddxKM3z4cHzyySdlllF/7qhmbi1L7dq18cILL+D3338HUPzcKeu5IZPJMHTo0DLbVBkwYAB8fX2RnJyMEydOIC4uTut7xerVq6VlbF588cVyr4Gqfm61g4ODXnXUP1tyc3PLtf/HVcT38AMHDkiX+/TpI611WZohQ4bgnXfeKRF7VaN6rl6+fBlpaWnIzs7WmCVcfSmis2fPolmzZmaNJzExEa+++qp0TmbHjh2lc2TJ9Jg8UoVXv359fPfddyWuv3v3Lj755BNER0fjwIEDaN++PQ4cOIDmzZubJY4zZ85Il/Wd5KJTp07SF9XHJ9g4ceKEdLlhw4YICAgwOra///5buqw+tX5F1K5duxLLMWjToUMHKXlU7/vHrVq1Cl988YVBy05kZGTo/BKgz4ed+kQh2qbLV3+Mzf24PHz4UKMPFi5cqFc/q0/V//hyBKrlYQBg6dKliImJwejRo9GrVy+DlhYwF1O/Jh/XokULk64z+fhkYVlZWSZrW93t27fx8ccfY/PmzXp/iS3vhEcqx48fly4LIfT+UUx92YekpCSN5FGVjALFPwDoEhgYCB8fH6SkpJRaxtjnjip51PXcqVevHqpXr65Xu/b29hg9ejS+/vprAMUT58yfP79EuZUrV0qXx40bp1fbZVFfN6+goECvOurPJ10/1uirIr+Hqz/32rVrp7M9V1dXNG3aFLGxsTrLGmPGjBmlLollCXFxcfjoo4+wa9cuKVHTxVTvLaV59OgRevfuLe2ndu3a2Lhxo84fmch4TB6p0qpVqxaioqLg7u6Ob7/9FmlpaXjttddw4cIFs7xpqH8RCQwM1KuO+vpnj7+BPnjwQLpcv359o+OSy+UavwCXpy1LUD+aVRb1WdK0fQkUQmDs2LGIiooyOIbMzEydXzw8PDx0tmNvby9d1rbGl6keY33cu3dP4/8lS5YY3Mbj6+316NEDkyZNkmaXPHPmjPSl29vbG506dUK3bt0waNAgq8xqZ+rX5ON8fHyMiqs07u7usLOzk44epaenm7R9oPgxeu655wxaOxEw3Rq5qhkcVZeNWUz+8djVHyd9f2SrXbt2mcljRXvujB8/HvPmzYMQAmvWrMH//vc/jfeXv/76SzpS7O/vj969exvUvjbqR771PYqoXq68R84rw3u4+vPEkM8ucyWP1rRnzx7079/f4KOq5lx/OysrC71795Zm/q1Rowb27t3LWVbNzHQ/qRJZyZdffgl3d3cAxVOH79q1yyz7UT9K4OLiolcd9XKPv4Gq/1+eD2FLD4UrL2dnZ73KldV3ALBs2TKNLx19+/bFmjVrcPHiRaSlpSE/Px+i+LxuCCE0viCWtTi6ij5H7XQx1WOsD2MXClenSmrULViwANu2bUPHjh01rk9NTcVvv/2GSZMmITAwEIMGDTJ4we3yMvVr8nGmOrKiTv15qH7U1xTy8/MxaNAgKfny8/PDjBkzcPDgQSQlJSE7OxtKpVJ6Tai/fvR5TejDHM9D9cfZmPcPbSrac6dhw4bScP6UlBTpCKeKagQAAISHh8POrvy//asfdVP/oassqiGeAPQ+slqayvAebo7nXmWUkpKCoUOHSoljUFAQ5s6di2PHjuHu3bvIycnReG+ZMWOGVNdU7y2Py8vLw0svvYSTJ08CKB7ZsWvXLrOfHkI88khVgLOzMzp27CidX3bs2DH07dvX5PtxdXWVvhhlZ2frVUe93OND1tT/L8/wNW1D4SyZQBr6wZCTk6NXubL6DoDG+p5z5szBtGnTymzPnL9+lsZUj7E+1L+weHp6GnzkqSz9+vVDv379cOfOHRw8eBBHjhzBkSNHpORHCIEtW7bg0KFD+Ouvv8x67rE6U78mLaFz587SEE314eam8MsvvyA+Ph5A8RG6U6dOwc/Pr9Ty5nhNqD8PBwwYgF9//dUkbcrlcgDGvX9oo/4eWVGeO2+88YZ0jt2KFSswcOBAAMXvHT/99JNU7vXXXzfJ/ho1aiT92KrvDz+qdRkBlHvoemV4D1d/npjquVcZLVu2THqvbdmyJQ4fPlzm9wxzP1YKhQKDBg2SXi/VqlXD77//jtDQULPul4rxyCNVCerDV1QLjZua+jAk9Q/Qsqh/IHt7e2vcpv6lTvWFzxju7u4av3KXpy1AcxiPtiNRjzP0SIO+fade7vG+S0pKkhaq9vLy0rlotFwuN2kypS9TPcaG7is9Pb3MIXvGql27NoYPH44ffvgBly5dQlJSEj7//HMpYXj48CEmT55s8v2WxtSvSUvo3r27Rix//fWXydrev3+/dHnSpEllJo6q/Zua+j5Vr9HyUn+cbt++rVedO3fulHl7RXzuDBw4UGp3z5490n346aefpB+funbtarJF6NUXgS/rvHJ16ud6Pr6IvCEqy3u4Mc+Tx88drwrU31s+/fRTnT9Qm3MUSlFREYYNGyZNEGdvb4/Nmzeja9euZtsnaWLySGZniqEjuqif71XeoTSladmypXRZ3y98x44dky6rz2IJAO3bt5cuX7t2Te8vRdqon8ivPougMdR/UdcnEVdNPqKvEydOaMzKVlY5lcf7Tv28qkaNGukcwnX06FG99mlq6o9xeR8XXfz9/TXOydm7d69Z9wcUH9369NNPsWzZMo39WmqmQVO/Ji1h8ODBGonHggULTNa2+uvi6aef1ln+8OHDOssY+v6t/py/dOlSud7XVFq0aCFdVg1RK0tiYqLOH08q4nPHwcEBo0aNAlD8BTk6OhqA5pBVU0yUo6I+idfVq1dLnDf9uLt372r8IFCeScAqy3u4+nNP/TOpNFlZWbh48aIZIzINQ1/Xhry3FBUVabxWTEmpVCI8PBybN28GANja2mL9+vV48cUXzbI/0o7JI5md+oxu2k5IL6+HDx9qzPBXnl9Dy6J+xGDjxo0a05xrc/r0aZw/f176//EP2sDAQI1YjZlYQkV98oRly5aV68t7UFCQdFl9pjlt7t69i6NHjxrU/u3btzWm3tcmPT0dv/32m/T/432nPgOmPkOJvv/+e4NiNBX1x2X//v3SSf3m0qdPH+nyokWLLPZlS32YuEKhwKNHjyyyX1O/Ji2hWrVqeP/996X/f/nlF/zyyy8Gt5OdnV0i6THkdREbG4uYmBid+zH0/TsoKEjjfW3RokU66+iivrTPTz/9pHOWx3Xr1ulsU/25s3PnTiQnJ5dZ/v79+xpL76jXN6U33nhDurxy5UpcvnxZepw9PT0xaNAgk+2rYcOGGueHrVq1qszy6rc3a9YMTz31lNH7rizv4ervETt37tT53rZp06ZKsUyHoa9rQx6vrVu3apwba0pvv/021q5dC6A4AV65ciVeeeUVs+yLSsfkkcxO/aR8XUOJABj0xVM1FbzqzdrR0dEs5zsCwLBhw6Sjcvfu3cOsWbNKLVtQUID33ntP+j8sLEzrenLqQ/zmz5+PI0eOGBXb+PHjpWEkiYmJmDhxolHtAJpT4W/YsKHMD8JJkyYZ9YPA5MmTy/yi/5///Ec6b8Tf318jKQKKv6Cqfjm9ePGixjT/j9u0aRO2b99ucIym0LZtW2kZACEERo0aZdZzH6dMmSLNNHzq1Kkyn6OP0/Zhr+8U6+rDuWxsbMx29P9x5nhNWsKHH36oceRq5MiRJSZIKcuFCxfQrl27EkeX1Wf0Vf/x5XE5OTkaSUpZDH3/BqCxvto333yDffv26VUP0P48HDZsmLS+4M2bN/Htt9+WWv/OnTvSkhdl6dmzp/RDWX5+fpnvmUIIvP/++9JyFk899RSef/55nfswRqNGjdClSxcAxfd17Nix0m3Dhg0z+SRO77zzjnR53rx5pU6cc//+fY1zFFVrLxursryH9+rVC7Vr1wZQ/Lopa+3Ahw8fakwUU5EZ+rrW970lJSUFkyZNKl9wpZg8eTKWLl0q/R8ZGSkdqScLE0Rm9tZbbwkAAoB4++23dZZfuHChaNOmjVi1apXIyMgotdy5c+dEr169pLYBiE8//dSUoZcwd+7cEvvLz8/XKHP//n3x4osvSmXs7OzEiRMntLanUChEx44dpbLOzs4iMjJSFBQUlCibn58vtm3bJgYMGKC1rcjISI3YhgwZIpKSkrSWvXjxonj//ffFnj17StyWnZ0t3NzcpHZGjBghcnJyNMo8fPhQjBw5UgAQjo6OUtkZM2Zo3d+MGTOkMg4ODgKA6NGjh7h7965Guby8PDFp0iSN+7F8+XKtbbZv314q07JlS3HlyhWN24uKisR3330n7O3tha2trXBycpLKx8fHa20zMDBQZxl1o0ePlspHRUVpLRMbG6vRRy1bthR///231rL37t0TX3/9tfjqq69K3HbgwAGpja5du5Yak3pfAxCjR48u9XlQWFgo/vjjDzFy5Ejh7+9f4vYGDRqIV199VezYsaPE81wlLi5OtGrVStpfjx49So1NX+rx62Lq12RUVJRG35nLP//8I3x9faV92djYiJEjR4q4uDit5ZVKpTh58qQYNWqUsLGx0fp62717t9SeTCYT8+bNE4WFhRplrl+/Ljp16iQACBcXF533taioSKNcac9ddYWFhaJ79+4ar/n//e9/IisrS2v5zMxMsX79ehEWFiZeeeUVrWU+/PBDqT1bW1vx3XffCaVSqVHm4sWLokmTJiXelw4cOKC1zU2bNmk8d8aNGycyMzM1ysjlcjFmzBiNcps3b9banr6vUV3WrFmjsT/VX2xsrNFtlqagoEA89dRTGu9PiYmJGmUSEhJEixYtpDLBwcFCoVCUe9+V5T18xYoVGo/DBx98UOI95p9//hGtW7fW+Iwrq01DdO3aVednrKH+97//SW326dOnxGvpcT/88INU3tHRUaxZs6ZEmdjYWOn1p/6eYYqYp0+frvEYaPuMJMuRCWGFQeT0RNm3bx969Ogh/d+uXTu0atVKY9rrt99+WxoCs2jRIumXKzs7OzRu3BiNGjWCl5cXZDIZHj58iPPnz+PGjRsa+xk0aBA2btxokinMS6NUKjFgwACNowQ1atRAWFgYvLy8kJSUhAMHDmgcrVu4cGGZv2rfvn0b3bt31ziXxNPTE507d4a/vz8UCgUSExMRGxsLuVwODw+PUteHe+eddzSG99ja2iI0NBTBwcFwcnJCSkoKzpw5g4SEBADAr7/+igEDBpRo5+uvv9aYwMDX1xdhYWFwd3dHUlISDh8+jJycHDRt2hS9evWSFrQubQHjmTNnSkeFJk6ciN9++w3x8fFwdHREt27dULduXTx69AgHDhzQOPI8aNAg6dyGx+3fvx89e/aUZnu1t7dHp06dUL9+fWRlZeHIkSPSOTxz5szB0qVLpZP44+PjNdZsU6lXr57OMurCw8OloVxRUVEIDw/XWm7dunUIDw/XmICoUaNGaNmyJTw8PJCRkYG4uDhcvHgRSqUSEyZMKDHc7+DBg9IQqq5du5Y69FcIgTFjxmgMMbO1tUXLli3RuHFjuLq6Qi6XIzExEefOnZOOhNaoUaPEkUb1/qhWrRqeeeYZ1K9fH+7u7khLS8M///yjsZ5ZtWrVcOLECY0F3o2hfj6Oro8oU78mo6OjMWbMGADA6NGjpfPOzCEhIQH9+vUrcY5UvXr18Mwzz8Db2xtFRUW4f/8+zp49W+Ko0Lx58zBlyhSN67p164ZDhw5J/wcFBaFVq1bw8PDA9evX8ddff6GoqAi1a9fGhAkTpNd5Wfd1xIgR0lBQZ2dnvPDCC6hbt650lLt69eolZsp8+PAhevTooTERi7OzM9q3b4+6devCwcEBaWlpuHbtGuLi4qQRDKW95nNzc9GlSxeN51vdunXRqVMnODs749q1azh27BiUSiUGDhyIhw8fSv1w6NAhPPvss1rv27vvvqtxyoCbmxvCwsLg5+eH5ORk/PnnnxozR06cOFFa9/Rx+r5GdcnLy0Pt2rU13gtbtGih96Q2hjp37hw6d+4svRfY29vjueeeQ0BAAJKSkvDnn39Kj4+bmxv++usvNG3atNz7rUzv4YMGDcKWLVuk/729vREWFgYPDw/Ex8fj0KFDKCwsRGhoKBo2bIj169frbFNf6q/p0NBQjdFBujg7O+Orr74qcf3169fRqFEj6f21adOm6Nixo8acB6+++iratGkDoPjo/DPPPINr165Jtzdp0gTNmzeHk5MTLl68iFOnTgEAmjdvjl69ekn7Le17gb527typMfrIz8/PoKGq3333ndH7plJYNXWlJ8aIESO0/pKq+lP/ZXjJkiVlln38z83NTcyfP7/EL+zmolAoxLvvvitsbW3LjMvDw0PvXx0fPnwoXn75Zb3ub+3atctsa9GiRcLd3V1nOzKZTOuRRyGKf/EdN25cmfXbt28vkpKSNI506XPkccaMGeLy5cuicePGZbY/cuRIrUdg1X3//ffCzs6u1DZsbGzE9OnThVKp1OsXaXP8aq2yf/9+ERQUpNdj/Mknn5Sob+hRjcWLFwsvLy+99ieTycRLL71Uoo2mTZvq/ToMCgoSx44d0xmXPtTb1YcpX5OWOvKokpmZKWbPni08PT317uvmzZuLLVu2aG3v/v37GkeCtf2FhISIS5cu6X1fb926JWrVqlVqe4GBgVrr5eTkiLfeeqvM16j6X7Vq1cQXX3xRahwPHz4Uzz77bJlt9OvXT2RkZGiM6Dh9+nSZj8Hnn3+ucaRS25+Tk1OZsQlhuiOPQggxYcIEjf1/99135WpPl7/++kvn+1P9+vXF8ePHTbrfyvIenp+fL4YNG1Zm/7Rt21bcvn3boM8FfagfeTT0z8PDo9R2P/300zLrPh771atXRf369cus06lTJ3H79m29vhfoS/19ypg/Mj32KlmEUqkUGzZsEH379hUBAQEaw0+AksOKrl69KiIjI8WoUaNE69athY+Pj7C3txf29vaiRo0aomnTpmLEiBEiOjq6xDAjS7l48aKYPHmyaN68uahevbqwt7cXfn5+okuXLuLLL78UqampBrd58uRJMXHiRNGiRQvh7e0tbG1thaurq2jcuLF49dVXRXR0dKlDv9SlpqaKefPmiR49eojatWsLR0dH4ejoKGrXri2ef/558fnnn4tr167pbGfHjh2if//+ombNmsLe3l7UrFlThIWFiRUrVkiJnTHJoxDFX5q/+eYb0alTJ+Hn5yccHBxEQECAGDJkiNi3b5/efXb+/HkxZswYUa9ePeHg4CA8PDxESEiIePfddzW+NFo7eRSieIjY6tWrxZAhQ0T9+vWFq6ursLe3F97e3qJ9+/Zi0qRJ4vDhw1rrGvPFVC6Xi8jISDFgwAARFBQkXF1dhZ2dnfDy8hLNmjUTr776qvjhhx/ErVu3tNYvLCwUR48eFZ9//rno16+fCA4OFq6ursLGxka4urqKBg0aiFdeeUWsXr1a5OXl6RWTPoz94DfFa9LSyaNKenq6WLdunQgPDxfNmjUTNWvWFA4ODsLV1VXUrVtX9OzZU3z22Wd6DV3My8sT3333nejcubPw9PSUXlvPPfecWLp0qcjOzhZCGHZfU1JSxPTp00X79u2Fl5eXxhf+0pJHlfj4ePH555+LsLAwUbt2beHk5CQcHByEj4+PaNeunXjjjTfEpk2byjxNQUWpVIq1a9eKXr16CV9fX+Hg4CDq1Kkj+vTpI37++Wdp+J36j1M3b97U2W5CQoL49NNPRWhoqPD29hZ2dnbC29tbtG3bVnz22WclhnJqY8rk8fDhwxqJa1paWrna00dmZqaIjIwUXbt2Ff7+/sLBwUH4+/uLrl27isjISLN91lam9/Ddu3eLQYMGiVq1akn9061bN7F06VJpKGtlSR6FEGLXrl1i8ODBIigoSDg7O5eZPAohREZGhvjiiy9EmzZthJubm3B0dBSBgYGib9++Yv369dJwZiaPVRuHrRKR2akPWy3vEBYiorLk5ubC3d0dhYWFcHZ2hlwul4bYVhbq75nDhw+XZpgkIrI2zrZKREREVcaWLVuk84tbtWpV6RJHpVKJqKgo6X9Tru1IRFReTB6JiIioSkhPT8dnn30m/f/aa69ZMRrjbN26VVr+pnHjxhrrXBIRWRuTRyIiIqrw3nnnHURHR5e6Vurff/+NLl26ID4+HkDxGrEjRoywZIjl9ujRI421BM21Zh4RkbHMt6YBERERkYnExcXh+++/x9tvv42WLVuiQYMGcHZ2RkZGBs6cOYOrV69KZe3s7LBy5Uq4u7tbMWL9fPHFF3j06BFSU1OxY8cOacmc4OBgadkYIqKKgskjVWnvvvtuudsYOXIk2rVrZ4JoiIiovPLy8nD8+HEcP35c6+2+vr5YtWoVXnjhBQtHZhz19QtVnJ2dsXbtWtjb21spKiIi7Zg8UpWmvvizsdq0acPkkYjIyjZu3Ihff/0VBw8exLVr15CSkoKHDx/CxsYGNWrUQPPmzfHCCy9gzJgxcHZ2tna4BpPJZPDx8UG3bt0wffp0PP3009YOiYioBC7VUQEplUrcvXsXbm5ukMlk1g6nUvPw8Ch3G0uWLMHw4cNNEA0RERERkWGEEMjMzEStWrVgY2PdKWuYPFZAt2/fRp06dawdBhERERERVRBJSUkICAiwagwctloBubm5ASh+glj7ZH+FQoG9e/eiZ8+ePPfCQtjnllWu/j57FujaFTh0CGjRwhzhVTl8flsW+9vy2OeWxf62LPa3Zan6u0OHDggKCpJyBGti8liBREZGIjIyEkVFRQAAd3f3CpE8Ojs7w93dnW8SFsI+t6xy9ber6/9vK8GsjhUBn9+Wxf62PPa5ZbG/LYv9bVmq/lYljRXhdDau81iBREREIC4uDjExMdYOhYiIiIiISAOTRyIiIiIiItKJySMRERERERHpxHMeiYiM1bQpkJQE+PpaOxIiIiIis2PySERkLAcHwMpTZhMRERFZCoetEhEZ6+ZNYPDg4i0RERFRFcfkkYjIWOnpwObNxVsiIiKiKo7JYwUSGRmJkJAQhIaGWjsUIiIiIiIiDUweKxCu80hERERERBUVk0ciIiIiIiLSibOtEhEZq1Yt4IsvirdUZSmVShQWFkKpVFo7FIMpFArY2dkhLy8PRUVF1g7nicA+tyz2t2Wxvw1nY2MDe3t7yGQya4diEkweiYiMVbMmMHWqtaMgM8nIyIBcLkdOTk6lTBwBQAiBmjVrIikpqcp8cano2OeWxf62LPa3cezt7eHm5gZvb2/Y2tpaO5xyYfJIRGSs9HTg8GHg2WcBT09rR0MmIoTAgwcPkJaWBmdnZ3h7e8PJyQk2NjaV7suSUqlEVlYWXF1dYWPDM1UsgX1uWexvy2J/G0YIgaKiImRlZSE9PR25ubmoU6dOpU4gmTwSERnr5k2gf38gNhZo1cra0ZCJpKWlIS0tDTVr1oSXl5e1wykXpVKJgoICKfkl82OfWxb727LY38ZxdXWFh4cHbt26hdTUVPj5+Vk7JKPxUSciIvqXEALp6elwc3Or9IkjERFVHNWqVYO7uzsyMzMhhLB2OEZj8khERPSvwsJC5Ofnw8PDw9qhEBFRFePm5gaFQgGFQmHtUIzG5LECiYyMREhICEJDQ60dChHRE0k1e6CdHc/qICIi01Kd61hZJ2EDeM5jhRIREYGIiAjI5fIK96t3fHy8USf3uru7w8fHxwwREVUATk5ASEjxlqqUyjYxDhERVXxV4bOFySOVKTU1FQAwJmIiCgoMP8Re3c0Za6OWM4GkqikkBLh0ydpREBEREVkEk0cqU2ZmJgDAu21/OHj4GlQ3+9EDpBz/BXK5nMkjEREREVElx+SR9OLi5Ytq3gEG10sxQyxEFcbZs8VrPB4+DLRoYe1oiIiIiMyKE+YQERlLqQQyM4u3RERERFUck0ciIiKiCqpevXqQyWQIDw+3dihUQXTr1g0ymQzdunXTertMJoNMJsPMmTMtGhc9GZg8EhERkVXl5eVhyZIleO655+Dj4wMHBwfUrl0bffr0waZNm/RuJz4+HpMmTULTpk3h5uYGFxcXBAcHIyIiApdMOLlVUVER1q1bhz59+qBmzZpwcHBAzZo1ERYWhqVLl6KwsNBk+yKqyuRyOTZu3Ijx48ejVatW8PT0hIODA3x8fNCtWzfMmzcP6enpOttJT0/HH3/8gTlz5mDAgAGoVauWlESXlmTrcvnyZfznP//BM888Ay8vL1SrVg316tXD888/jy+++AIJCQlGtVvZ8ZxHIiIispqrV6+if//+uHr1qsb1d+/exd27d7Fz505ER0dj8+bNcHFxKbWdpUuX4r333kNBQYHG9devX8f169exfPlyLFq0CG+//Xa54r137x4GDhyIEydOaFz/4MEDPHjwAAcPHsTSpUuxY8cO+Pv7a20jPDwcq1atQmBg4BP7BZQ0PYnPiV27duHll19Gfn5+idtSU1Nx6NAhHDp0CPPmzcOGDRsQFhZWalstW7Y0Wb8JIfDZZ59h7ty5JX4ISkxMRGJiIvbv3w9nZ2dMnDjRJPusTHjkkYjIWI0bA7GxxVsiMlhKSgp69OghJY6DBw/G9u3bcfr0aWzfvh2DBw8GAOzevRuvvfZaqe1s3LgRb775JgoKCuDh4YHZs2fj6NGjiImJwdKlS9GgQQMUFBQgIiICmzdvNjre3Nxc9OnTR0ocn3/+eWzevBmxsbHYu3cv3njjDdjY2ODMmTN46aWXtH4pJiqvgwcPQgiBgwcPWjuUcnn48CHy8/NhY2ODXr16YeHChfjzzz9x+vRpbNu2DUOHDgVQ/MNM3759cfbs2VLbEkJIl/38/NC3b1+j43rjjTcwZ84cFBYWonnz5vj2229x6NAhnDx5Er/88gs+//xzNG/evEqs2WgMHnkkIjKWszPQqpW1oyCqtGbNmoWkpCQAwIwZMzTO0WrZsiX69OmDGTNmYPbs2fj999+xZcsWDBw4UKONnJwcTJgwAQDg6uqKo0ePomnTptLtbdq0wdChQ9G5c2dcuHAB7733Hnr37l3mUczSREZG4syZMwCAMWPGYMWKFRpfIHv06IG2bdti3LhxOHXqFCIjIzF58mSD90P0JLC3t8ebb76JadOmoW7duhq3tWzZEv369UOnTp3w/vvvIycnB1OmTMH+/fu1tvXuu+8iKCgIoaGhUlvGJHcrV67E8uXLAQATJ07E/PnzYWPz/8faQkNDMXDgQHz66aclRjk8KXjkkYjIWLduARERxVsiMojqvEEACAwMxGeffaa13PTp06Uvg19++WWJ23ft2oXk5GQAwIQJEzQSRxV3d3csWLAAAHD//n1ER0cbFfOqVasAAC4uLli4cKHWL6djxoxBu3btAABfffUVlJyNmUiroUOH4ocffiiROKp777330KZNGwDFR1wfPnyotdwHH3yAQYMGldmWLpmZmfjggw8AFE9KtHDhQo3E8XEODg5G76syY/JIRGSs1FRgyZLiLREZ5Pr169JEGD169ICtra3Wcra2tujRowcA4NSpUyXOa4qJiZEu9+7du9T9devWDU5OTgBg1NDV3NxcXLx4EQDQoUMHeHh4lFr2+eefB1A83O7IkSPS9TNnzoRMJpOS0MTERGlSD/W/sly5cgXjx49HvXr14OjoCD8/P7z88sslzsE0VHR0tLT/hIQE5OfnY968eWjVqhU8PDzg7u6Odu3aITIyEkVFRTrbE0Jg8+bNGDRoEOrUqQMnJyd4eXmhbdu2+Pzzz8ucBCU8PBwymQz16tUDUHye6UcffYSnn34abm5ukMlkJYZsKpVKbNiwQUogqlWrhho1aqB58+Z4/fXXsXv37jInMjp58iTGjx+P4OBguLq6wsXFBY0bN0ZERASuX7+ud78plUosXboUHTt2hJeXF1xcXPDMM89gzpw5yMnJKVHfmOeErtlW9XX16lW8//77ePrpp+Hh4YFq1aqhfv36GDNmDE6fPl2utk1JdT+VSiXi4+PNtp9169YhLS0NADhTbRk4bJWIiIgs7tGjR9JlPz+/Msuq33748GEpqTCkHTs7O1SvXh13797FX3/9hcLCQtjZ6f81SPWlUp94fXx8pMuHDh1C165d9d5PWbZs2YKRI0dqJCHJycnYunUrfv/9d6xbt046T6w80tLS8MorryA2Nlbj+pMnT+LkyZPYuHEjdu7cCTc3N631U1JS8PLLL+PYsWMa1+fn5yMmJgYxMTGIjIzEb7/9Jh2lLc2JEyfQr18/pJbxI92tW7cwevToEufE5eXl4dGjRzh//jyioqJw4MCBEglXYWEh3n//fXz//fcl2r169SquXr2KZcuWITIyEuPHjy8z1uzsbPTo0QN//vmnxvUXLlzAhQsXsG3bNvz5559GDZk2tc8//xyzZ88ukVDHx8cjPj4eq1atwmeffYZZs2ZprT9r1izMnj0bABAVFWXWpWTUzx0u60hgef38888AAF9fX+k1K4TAgwcPkJ2dDT8/P7i6uppt/5UFjzxWIJGRkQgJCUFoaKi1QyEiIjIr9S/QGRkZZZZVvz0uLs6odoQQkMvlAICCggLcuHHDbPGq9vN4vO+88w4uXLiA/v37AwBq1aolJRbqf9qcP38ew4cPh5+fH7777jucOHECx48fx8yZM+Hk5ISioiK88cYbSElJMeh+afPmm28iNjYWQ4cOxc6dO3Hq1CmsX79e+n5y9OhRDB8+XGvd7OxsdO3aFceOHYODgwPefPNN/Pbbbzh9+jSOHDmCOXPmoEaNGnjw4AF69+6NxMTEUuPIysrCoEGDkJeXh08++QQHDx7EyZMnsWLFCmkm2wcPHuCFF16QEsfu3btj1apV+Pvvv3Hy5Els2rQJb775JqpXr651H2PHjpUSx969e2Pt2rU4efIkYmJisGzZMjz99NNQKBR444038Pvvv5fZb2+88QYOHjyI0aNHY8eOHYiNjcWvv/6KDh06AChOvv/73/9q1CnPc8JY06dPx/Tp01FYWIiOHTti+fLlOH78OE6dOoV169ahQ4cOEEJg9uzZWLx4sUn3bYxDhw4BKP4BqEGDBmbZh1KplEYxtG/fHgUFBZg1axZq164Nf39/NGjQAO7u7mjTpg3WrFmjMUHPE0dQhZORkSEAiIyMDGuHIq5evSq2bt0qXvt6i3g96qRBf6/M3SLaPPu8uHHjhrXvRqVSUFAgtm7dKgoKCqwdyhOhXP0dGysEULwlvVT053dubq6Ii4sTubm51g7FJIqKikRaWpooKiqydiglZGVlCXt7ewFAPPPMM2WWbdasmQAgAIjXXntN47Yff/xRum3+/PmlthEbGyuVAyD27NljcMz+/v4CgPD29hb5+flayxQVFYkXXnhB2k+HDh1KlBk9erQAIAIDA3XuMzAwUGqrdevWIj09vUSZtWvXSmUWLFhg8P0SQoioqCiN/vniiy9KlFEoFKJXr15Sme3bt5co8+677woAwsPDQ8TExGjdV0JCgtSXI0aMKHG7qn8ACFdXV3H27NlS4+7fv79Udu7cuaWWy8rKEo8ePdK4bvPmzVLdZcuWaa2Xm5srunfvLgCIevXqCYVCoXH74/22Zs2aEm3k5eWJpk2bCgCiRo0aJdpQv8/6PCe6du0qAIiuXbtqvV0Vy4wZM0rcdvLkSWFjYyMAiE8//VRr/aKiIjFixAgBQLi5uYm0tDSN29LS0sT06dOl/URFRemM2Vjbt2+X9tOnTx+D6qrqldZP6hISEqTy48aNE+3atdN4XB//GzJkiNbHURdDP2NUn5mpqakVJjfgkUciImP5+gKTJhVvicggLi4ueO655wAUH1XbsGGD1nIbNmzQOPKSmZmpcfuLL74Ie3t7AMCCBQu0Dm9UKpX45JNPNK57vB19qI4OpaamYv78+VrLHD16FHv37i3XfkqzcuVKredaDhs2DLVq1QIAjXMsjfXMM8/go48+KnG9nZ0dli9fLvX3kiVLNG5PTU2VZqqcPXu2NNHJ49QnSNq0aZPWcwFVPvzwQzRv3lzrbVeuXMG2bdsAAC+99BI+/PDDUttxcXGBl5eXxnWqCZhefvlljBs3Tms9JycnfPfddwCAhISEMpfHGDhwIEaMGFHiekdHR7z77rsAipenePzouSXNnTsXSqUSrVu3loadPs7GxgaLFy+Go6MjMjMzy7W8TXk8evQIERERAIrPff7888/Nui+VNWvW4O+//0aTJk2wfft2ZGZmIjMzE7///jsaNWoEAPjpp5/w6aefmi2eiozJIxGRsQICgAULirf0ZLp3Dzh9WvNPNaFDXl7J29Qnobh6teRtqi8wKSklb1NN2lFUpL1dhaL49n/+0bje9tw54MGD4tvS0krWu3z5/2M6c0bztnv3zNp9s2bNks47HD16NP773//i1q1bUCgUuHXrFv773/9i9OjRGrMa5ubmarQREBCAt99+GwBw584ddOrUCb/99hvkcjny8vJw4sQJvPjii9i9e3eZ7ejj448/hru7OwDgk08+waRJk3D9+nUoFArcv38fkZGR6Nu3L4QQ0v0yZj/aNGvWDM8884zW22QyGVq2bAkAuHnzZrn3NXr06FLPLQsICEDPnj0BFM9+qT55zp49e5CXlwcAGDJkSJn7ePbZZwEACoWixLmV6kobHgsAO3fulIYPGrpY+507d6T96oq1SZMm8Pb2BgAcP37cqFhbt24tXTbFY2QMhUKBXbt2AQBeeeWVMidn8vT0RLNmzQBov88zZsyAEAJCCLOc71hUVIThw4dLw5o//fRT6TluDtnZ2dLl/Px81KlTB0ePHkWfPn3g6uoKV1dX9O3bF0ePHpV+qFm4cCHu3LljtpgqKiaPRETGysoCjh8v3tKT6ccfgdatNf9US07cvl3yNrUvkAgPL3nbzp3Ft/30U8nb/j1ygexs7e2qZq+cNEm6ziY0FG7dugHr1xfftm9fyXrqX3jbt9e87ccfzdh5QNu2bbFixQo4ODhAoVDgs88+Q2BgIBwcHKSjU0qlUuMon7ZJWr7++mv069cPAHDt2jUMGDBAmj2yQ4cO2LNnD+rXr4/333+/zHZ0CQwMxM8//ww3NzcIIbBo0SIEBwfDwcEB/v7+ePfdd5GZmYkZM2ZIM7sasx9tGjduXObtqnP6THGkU9fcC23btgVQvMameiJ06tQp6bK/v7/WWUNVf+pLqty/f1/rflxdXVG/fv1S41CtuWlvb4/27dvrvmNq1GN97bXXyoxVJpNJR7RLixUo+zFSP+fSlEejDREXFycd5Z06darO+6zqo7Lus7m888472L17NwCgT58+pS7lYyqq16vKJ598ovU8WW9vb0ybNg1A8bnTW7ZsMWtcFRFnWyUiMta1a0DHjkBsLNCqlbWjIWt4803gpZc0r1MNjQsIKH5ulCY6ujgRVKeaRXTIEODfSTYkqiTExUV7u56exduFC4F/p5lXKpXIzs6GS3Bw8W3PP1+ybrVq/3/5xAlAfSKIfyclMadRo0ahefPmmDNnDnbv3i19sbaxsUFYWBjmzJmjMVnN40MPgeL11n777TesWrUK3333Hc6cOSOtr+jp6YmRI0fi888/1xj2pq0dffTs2RNnz57FF198ga1bt2qsO9e+fXt8+umnaNGihTTVv7H7eZyzs3OZt6uOFOqzjIYuvjqG4qvPNqs+3E+13qahShu26ql6TpdCldB5eXnB0dHRoH2aOlag7MdI/UiuKR4jY5jjPpvD1KlTsXTpUgBA586d8fPPP5e6lI+pPP4jT1nL/vTq1Uu6rL5U0JOCySMREZGx/P1LT7CcnMr+UeHfc2e08vEp/tPG1rbsdp966v8vK5UoksuBf4dawsvr/5Nbbcw4LKwszZs3x08//YSioiLcu3cPeXl5qFWrlvRlfL3qyCmAkJAQrW3IZDKEh4cjPDwcWVlZePDgARwcHFCrVi3pi+f58+d1tqOP+vXrY/ny5Vi2bBnu37+PzMxM1KxZE+7u7lAqlfjjjz9Msh9r0bXWpChlpklVUuTg4FDmUNTHBZQy9F/fhEFXvNqoJ3Dr1q0rdUjw40z1Y4A1qN/nr7/+Gi+88IJe9Sy5tMjcuXPxv//9DwDQqlUrbN++HdXUf+Ayk4CAAMhkMum5Xbt27VLL1qlTR7psbEJemTF5JCIiogrB1tZWayJx9OhR6bKudQEBSOcoqSsoKMDJkycBFCd/qnPYykMmk8Hf319aNkLlxIkTBsVb0Tx48ADBqqPVWqh/YVYf2lejRg0AxX1do0aNEv1iaqrH8NGjRygoKCgx9LAsqlgBlBhGW1Wp32eFQlHh7vOSJUvw8ccfAyg+z3TPnj1aJ4gyBxcXFwQGBiIhIQFA8aiN0n68UE/CDVkrtqrgOY9ERERUYRUUFEizPdauXRsdO3Y0qp2dO3dK6zPqmiClvFTxVqtWTToXU50xR8osSddQPNXtzs7OGuckqk9ooj7jrLm0+vcIvEKhKHMiG20sHasulnhOPP3009KkURXhPqtbs2aNNCNt/fr1sW/fPpP8wGMI1SROAPDPP/+UWk79trKOUFZVTB6JiIxlZwd4exdvicgsvvnmG2nh+7feesuoc58KCwsxY8YMAMWTq4wfP96kMar7+eefcfHiRQDFS2hoO29PdYQsPz/fbHGUR1mLoN+5c0dKPLp166bxePTu3VtaxmPhwoUoLCw0a5x9+vSRkq5FixYZVLdBgwbSkOKNGzfi1q1bpg7PIJZ4Tjg7O0vL4xw8eFA6Em9tW7ZswZgxYyCEQEBAAPbv3y/NaGpJgwYN0oipNOq3denSxawxVURMHk2kXr16pc5W9dZbb1k7PCIyh2eeKV5SQc9zZYiopLK+tP/+++/S+owNGzbEBx98oLVcampqqZN6FBQU4PXXX5fOd/zoo49KncGzW7du0me3aviaIfH+/fffeOONNwAUD+f84osvtJZTDedMTk622sybZTl79iy+/vrrEtcXFhZi/PjxKCgoAABpiRSV2rVrY8yYMQCAc+fO4c033ywzgUxOTpbWhTRGcHAwBgwYAADYtm2b1phVsrOzkZaWpnGdap2+vLw8DBw4UPqRQpv8/HwsWbJEWorE1Cz1nPjkk0+khPvVV18t8whbUVER1q9fj9u3b5e4bdasWdJrJTo62uh49u7di9deew1FRUXw9fXFvn37UE81cZiF9e3bVxrKO3fuXFy9erVEmcuXL2PevHkAAB8fHwwcONCiMVYE/LnchDw8PLSuM1TaIrlERERPuqZNm6JDhw4YPHiwNKwuISEBP//8MzZt2gSgeJKSTZs2lXpO28GDBzF+/HgMHz4czz//POrWrYucnBycOXMGP/zwg7Qoe8+ePcs95X+fPn3g5uaGYcOGoXnz5nBxccGdO3ewbds2REdHo7CwEI6Ojli7dm2ps5aqht4qlUq89dZbeO+991CjRg3pS32DBg3KFWN5tWnTBh999BHOnj2LUaNGwdfXF9evX8eCBQuko1X9+vVD3759S9SdP38+/vrrL1y8eBErV67EiRMn8MYbb6B169ZwdXVFeno6Ll26hH379mHnzp1o1qwZxo0bZ3SskZGROHHiBO7du4cPP/wQu3fvRnh4OBo3biz9CHDw4EFs3LgRmzdvRrdu3aS6r732Gvbs2YNVq1YhNjYWISEhePPNN9G1a1f4+PggOzsb//zzD44cOYItW7bg0aNHGDVqlNGxlsVSz4lOnTph+vTpmDVrFuLj49GiRQuMHTsWPXv2hL+/P/Lz85GQkIDjx49j8+bNuHv3Li5cuFDqpEblceLECbz88ssoKCiAvb09Fi5cCIVCIR251yYgIEDr0fyzZ8/i7NmzWuvcv3+/RIL7yiuvlDgv2sbGBt9//z2ee+45yOVydOzYER999BG6du0KIQQOHTqEuXPnIuvf5bkWL16scxbkqojJowl5enpKU3MT0RPg0iWgf3/gt9+Ap5+2djRElZJSqcTevXtLPQcrJCQEa9eu1blAeHp6OiIjIxEZGan19vDwcHz//ffSOV/GEkLg+PHjpZ5jFxAQgO+++05jOv/Hde/eHe3bt8eJEyewfv16jdlkVfuwpqVLl2Ls2LHYsGEDNmzYUOL2Tp06Yd26dVrrurq64tChQxg+fDh2796NuLg4rT+sq7irZgI2kp+fH3bu3ImRI0fi4sWL+PPPP/Hnn3/qXX/FihXw8/PD/PnzkZqaijlz5mDOnDlay7q4uJhtyQhLPidmzpwJT09PfPzxx8jKysI333yDb775RmtZBwcHgyYiMsTu3bulEQMKhQLD1decLUVUVBTCw8NLXL9161bMmjVLa52rV69KR8RVunXrViJ5BIqXBlm/fj3GjBmDR48e4aOPPipRxt7eHt9++y2GDh2qM96qiMNWiYiMlZ8P/PNP8ZaIjLJ8+XKMGTMGTz/9NKpXrw4HBwfUrl0bvXv3xooVK3D27FmdiWOXLl3w9ddfo3fv3ggKCoKzszNcXV0RHByMN998E8ePH0dUVJRJvgTPmzcP77zzDpo3bw4fHx/Y29ujZs2a6NatG7755htcunQJXbt2LbMNGxsb7N27F59++imaN28OV1fXCjWJjpeXF/766y98+eWXaNGiBdzc3ODq6orQ0FAsXrwYhw4dKrEunrrq1atj165d2L9/P8aMGYOGDRvC1dUVdnZ2qF69OkJDQxEREYGdO3dqLGtirHr16uH06dOIjo5Gnz594O/vDwcHB3h7e6N58+YYP3489u3bpzEhioqtrS3mzp2LuLg4TJkyBS1btoSXlxdsbW3h5uaGp59+GsOHD8eqVatw7949sy0bYennxMSJE/HPP//gs88+Q/v27eHt7Q07Ozu4uLggODgYgwYNwg8//IA7d+5Y/Ui4pQ0aNAgXL17EBx98gCZNmsDV1RXOzs5o1KgRIiIiEBcX90SfkiYT1v55q5ySk5Nx8uRJnDx5EjExMYiJiZEW7B09erRB47Bv3bqFb7/9Fjt27MCtW7fg6OiIBg0aYMiQIXjnnXfKPDRdr1495Ofn43//+x/u3LkDLy8vdOzYEc2bNzf4Psnlcnh4eCAjI6Pcv8iV17Vr13D58mVsuq5ENW/DhizIk28jYccSbFz5A55SX3eMyqRQKLBz5068+OKL0sQDZD7l6u/Tp4HWrYsXXS9r3T2SVPTnd15eHuLj4xEUFGS2X9stSalUQi6Xw93dXWORcjKfytrn0dHR0tGZ+Ph4q513ZqjK2t+VFfu7fAz9jFF9Znbu3Bne3t4VIjeo9MNW/fz8TNLOjh07MHz4cGkabwDIycmREtLly5dj586dpZ5kDxSPqX78UPoLL7yANWvWWHy6YSIiIiIiIlOqUj8Z1KlTBz179jS43rlz5zBkyBBkZGTA1dUVc+bMwV9//YX9+/dL03lfvXoVffr0kU6Sfdzrr7+OgwcPIiUlBXK5HCdOnEDv3r2xe/duvPTSS1Y/f4GIiIiIiKg8Kv2Rx+nTpyM0NBShoaHw8/NDQkICgoKCDGpj4sSJyMnJgZ2dHfbu3YsOHTpIt3Xv3h0NGzbEhx9+iCtXrmDBggWYPn261jjUtWvXDtu3b0fXrl1x9OhR7Ny5E3369DHuThJRxdSgAbB7d/GWiIiIqIqr9EceZ82ahb59+xo9fDUmJgYHDx4EAIwdO1YjcVSZMmUKmjRpAqB4EVqFQqFX2zY2NtL5A8eOHTMqPiKqwNzdgV69irdEREREVVylTx7La+vWrdLlx6fxVbGxsZHW9UlLS5OSTX2oznUsbfFiIqrE7t0DZs4s3hIRERFVcU988njkyBEAxWv3tG7dutRy6tNuHz16VO/2//77bwCoNLOWEZEB7t0DZs1i8khElV54eDiEEBBC8DsLEZXqiU8eL1++DABo0KAB7OxKPwW0cePGJeqoxMXFIT09vUSdo0ePYsGCBXB0dMTAgQNNEzAREREREZEVVPoJc8ojLy8PqampAICAgLLXMPTy8oKLiwuys7ORlJSkcdtPP/2Er776Cs899xzq1asHR0dHXLx4EXv37oWNjQ1++OEH1K1bt9S28/Pzka+2yLhcLgdQvLaLvudXmktRUREAwM4GsIPSoLr2NoCDgz2Kioqsfj8qE1Vfsc8so1z9XVgIewCKwkKAj5deKvrzW6FQQAgBpVIJpdKw97yKSDXTt+o+kfmxzy2L/W1Z7O/yUSqVEEJAoVDA1tZWZ/mK+Jn5RCePmZmZ0mVXV1ed5VXJ4+PLdYSFheHy5cs4ffo0Dh06hLy8PPj5+WHo0KGYNGkS2rZtW2a7X375JWbNmlXi+r1798LZ2VnPe2Neg56yAXDfsEpeNkDDN3H58uUSR2tJtz/++MPaITxRjOlvj3/+QTcAx44eRQaHrhqkoj6/7ezsULNmTWRlZaGgoMDa4ZiM+ucdWQb73LLY35bF/jZOQUEBcnNzcfjwYRQWFupd78CBA2aMyjBPdPKYl5cnXXZwcNBZ3tHREQCQm5urcX3Xrl01zok01NSpUzF58mTpf7lcLq1Z6W7lWRxv3LiBa9eu4Zd/lKhWvZZBdTNT7yJxzzJERS4yePmUJ5lCocAff/yBHj16wN7e3trhVHnl6u/4eChPnUKnvn0BPsf1UtGf33l5eUhKSoKrqyucnJysHU65CSGQmZkJNzc3yGQya4fzRGCfWxb727LY3+WTl5eHatWq4dlnn9XrM0b1mRkWFmaB6PTzRCeP6g+aPr8wq4aWVqtWzaRxODo6SompOnt7e6t/uVIdUi9UAoUGniKrUAIFBcWH5a19PyqjivD4P0mM6u/gYGD9ep48boSK+vwuKiqCTCaDTCaDjU3lf2RVw8qqyv2pDNjnlsX+tiz2d/moPl8M/QysSJ+XT/Sj7ubmJl1+fCiqNtnZ2QD0G+JKRE+AvDzgxo3iLVUJqi9DPJeHiIhMTfXZUpkT78obuQk4OTlJ6zDevn27zLJpaWlS8linTh2zxBMZGYmQkBCEhoaapX0iMrG4OKBhw+ItVQn29vawtbWV3u+JiIhMJS8vDzY2NmWu8FDRPdHJIwA0adIEQPG5fWWduHrlypUSdUwtIiICcXFxiImJMUv7RERUNplMBjc3N8jlcmlWQSIiIlPIysqCs7NzpT7yWHnTXhPp3Lkzjhw5guzsbMTGxqJdu3Zayx06dEi63KlTJ0uFV+kpCgqQmJhocD13d3f4+PiYISIiorJ5eHggPT0dd+/eRa1atTgpBBERlVtaWhpycnJQq5ZhE1BWNE988jhgwAB8+eWXAICoqCityaNSqcTq1asBAJ6enhVqxqOKLD8rAwnxNzFx2kytEwKVpbqbM9ZGLWcCSUQW5+zsjICAANy+fRu5ublwd3eHs7MzbG1tK10iqVQqUVBQIA2VIvNjn1sW+9uy2N+GEUKgsLAQGRkZyMzMhJeXFzw8PKwdVrk88clj27Zt0aVLFxw5cgQrVqzA6NGj0aFDB40y8+fPl9YpnDBhgtlmPIqMjERkZCSKiorM0r6lKfJzoZTZwbv9QNSoFah3vexHD5By/BfI5XImj0RkFW5ubggMDERGRgbS09Px8OFDa4dkFCEEcnNzUa1atUqX+FZW7HPLYn9bFvvbOI6OjvDz84OXl5e1Qym3Sp88Hj16FDdu3JD+T01NlS7fuHED0dHRGuXDw8NLtPHNN9+gU6dOyM3NRc+ePTFt2jSEhYUhNzcXGzduxNKlSwEAwcHBmDJlilnuB1B8zmNERATkcnml/1VCnbOXD9x9Awyqk2KmWIhMqlUrgOfFVVnOzs5wdnZGzZo1oVAoKuUMrAqFAocPH8azzz5boaZ6r8rY55bF/rYs9rfhbG1tYWdnV2WS7UqfPC5fvhyrVq3SetuxY8dw7Ngxjeu0JY8tW7bEpk2bMGLECMjlckybNq1EmeDgYOzYsUNjeQ8iIqr6ZDIZHBwcrB2GUWxtbVFYWAgnJyd+0bMQ9rllsb8ti/1NHKz8r379+uH8+fOYNGkSgoOD4ezsDE9PT7Rp0wZz587FmTNn0KBBA2uHSUQVydWrQIcOxVsiIiKiKq7SH3mMjo4uMTTVWIGBgViwYAEWLFhgkvYMVdXOeSSq8rKzgRMnirdEREREVRyPPFYgXOeRiIiIiIgqKiaPREREREREpBOTRyIiIiIiItKJySMRkbHq1QPWrCneEhEREVVxTB4rkMjISISEhCA0NNTaoRCRPqpXB0aMKN4SERERVXFMHisQTphDVMmkpACRkcVbIiIioiqOySMRkbGSkoB33y3eEhEREVVxTB6JiIiIiIhIJyaPREREREREpBOTRyIiIiIiItKJyWMFwtlWiSoZNzegZ8/iLREREVEVx+SxAuFsq0SVTMOGwJ49xVsiIiKiKo7JIxGRsYqKALm8eEtERERUxTF5JCIy1rlzgIdH8ZaIiIioimPySERERERERDoxeSQiIiIiIiKdmDwSERERERGRTkweiYiIiIiISCc7awdA/y8yMhKRkZEo4syNRJVDs2ZAcjLg6WntSIiIiIjMjkceKxCu80hUydjbAz4+xVsiIiKiKo7JIxGRsf75B3jppeItERERURXH5JGIyFgZGcDvvxdviYiIiKo4nvNIFZKioACJiYkG13N3d4ePj48ZIiIiIiIierIxeaQKJz8rAwnxNzFx2kw4OjoaVLe6mzPWRi1nAklEREREZGJMHqnCUeTnQimzg3f7gahRK1DvetmPHiDl+C+Qy+VMHomIiIiITIzJI1VYzl4+cPcNMKhOipliIdKqdm1g/vziLREREVEVx+SRiMhYfn7A5MnWjoKIiIjIIjjbagUSGRmJkJAQhIaGWjsUItJHWhrw88/FWyIiIqIqjsljBRIREYG4uDjExMRYOxQi0kd8PDBkSPGWiIiIqIpj8khEREREREQ6MXkkIiIiIiIinZg8EhERERERkU5MHomIjFWtGtCyZfGWiIiIqIrjUh1ERMZq0gQ4fdraURARERFZBI88EhERERERkU5MHomIjHXmDODoWLwlIiIiquKYPBIRGUsIoKCgeEtERERUxTF5JCIiIiIiIp2YPBIREREREZFOTB6JiIiIiIhIJy7VQURkrCZNgIsXgfr1rR0JERERkdnxyGMFEhkZiZCQEISGhlo7FCLSR7VqwNNPF2+JiIiIqjgmjxVIREQE4uLiEBMTY+1QiEgfiYnAuHHFWyIiIqIqjskjEZGxHj4EVqwo3hIRERFVcUweiYiIiIiISCdOmENViqKgAIlGDCF0d3eHj4+PGSIiIiIiIqoamDxSlZGflYGE+JuYOG0mHB0dDapb3c0Za6OWM4EkIiIiIioFk0eqMhT5uVDK7ODdfiBq1ArUu172owdIOf4L5HI5k0cyjJ8f8PHHxVsiIiKiKo7JI1U5zl4+cPcNMKhOiplioSqudm3gyy+tHQURERGRRXDCHCIiY2VmAgcPFm+JiIiIqjgmj0RExrp+HQgLK94SERERVXFMHs3kq6++gkwmg0wmw4kTJ6wdDhERERERUbkweTSDy5cvY/r06XBxcbF2KERERERERCbB5NHEioqKMHr0aDRv3hwvv/yytcMhIiIiIiIyCSaPJjZ37lycO3cOK1euhK2trbXDISJzsrcvnnHV3t7akRARERGZXaVPHpOTk7F9+3ZMnz4dvXv3hre3t3SuYXh4uEFt3bp1Cx988AGaNGkCFxcXVK9eHW3btsW8efOQk5Ojs/7Fixcxa9YsfPrpp3j66aeNvEdEVGk0awbcvl28JSIiIqriKv06j34mWpx7x44dGD58ODIyMqTrcnJyEBMTg5iYGCxfvhw7d+5E/fr1tdYvLCxEeHg4mjRpgo8//tgkMREREREREVUUlf7Io7o6deqgZ8+eBtc7d+4chgwZgoyMDLi6umLOnDn466+/sH//fowfPx4AcPXqVfTp0wdZWVla2/jiiy+k4ar2HMJG9GS4cAEICCjeEhEREVVxlf7I4/Tp0xEaGorQ0FD4+fkhISEBQUFBBrUxceJE5OTkwM7ODnv37kWHDh2k27p3746GDRviww8/xJUrV7BgwQJMnz5do/65c+fw3//+Fx988AFatWplkvtFRJWAQgHcuVO8JSIiIqriKv2Rx1mzZqFv375GD1+NiYnBwYMHAQBjx47VSBxVpkyZgiZNmgAAFi1aBMVjXxRHjx6Np556CjNnzjQqBiIiIiIiooqu0ieP5bV161bp8pgxY7SWsbGxwahRowAAaWlpUrKpcu7cOVy5cgVOTk7SZD0ymQyrVq0CAHTo0AEymUxjX0RERERERJVJpR+2Wl5HjhwBALi4uKB169alluvatat0+ejRo+jRo4f0/9ixY7XWOXz4MK5fv46XXnoJPj4+qFevnmmCJiIiIiIisrAnPnm8fPkyAKBBgwawsyu9Oxo3blyijsry5cu11gkPD8f169cxdepUtG/f3gTRElGF0rAhcOBA8ZaIiIioinuik8e8vDykpqYCAAICAsos6+XlBRcXF2RnZyMpKcmkceTn5yM/P1/6Xy6XAwAUCkWJ8ystraioCABgZwPYQWlQXXtbGZycHGFvYF2L17MBHBzsUVRUZPX+BiDFUBFieRKUq7+dnIBOnVQNmTCqqovPb8tif1se+9yy2N+Wxf62rIrY3zIhhLB2EKakPtvq6NGjER0dXWrZlJQU+Pr6AgCGDh2KjRs3ltm2n58fkpOT0bRpU1zQY2r+8PBwrFq1CsePHy/zyOPMmTMxa9asEtevX78ezs7OOvdDRNbh9PAhgnbuRPyLLyKvRg1rh0NERERVUE5ODoYNG4aMjAy4u7tbNZYn/sijioODg87yjo6OAIDc3Fy92o+Oji4zeVWZOnUqJk+eLP0vl8ulNSut/QS5ceMGrl27hl/+UaJa9VoG1b137QxObFiETq9/Bt86DSpsvczUu0jcswxRkYsMXubFHBQKBf744w/06NGDa4ZaQLn6+8wZ2I8di6APPwRatjRPgFUMn9+Wxf62PPa5ZbG/LYv9bVmq/g4LC7N2KJInOnl0cnKSLhcUFOgsrxpaWq1aNZPG4ejoKCWm6uzt7a3+wrS1tQUAFCqBQgMn51UUCeTl5UNhYF2L11MCBQUK2NraWr2/1VWEx/9JYlR//3uetL2dHcDHyiB8flsW+9vy2OeWxf62LPa3ZVWkvn6il+pwc3OTLmdlZeksn52dDQBwdXU1W0xEREREREQV0ROdPDo5OcHb2xsAcPv27TLLpqWlScljnTp1zBJPZGQkQkJCEBoaapb2iYiIiIiIjPVED1sFgCZNmuDIkSO4ceMGCgsLS12u48qVKxp1zCEiIgIRERGQy+Xw8PAwyz5IO0VBARITEw2u5+7uDh8fHzNERJVCjRrA2LHFWyIiIqIq7olPHjt37owjR44gOzsbsbGxaNeundZyhw4dki53Uk3NT1VCflYGEuJvYuK0mVrPPS1LdTdnrI1azgTySRUYCJSyzisRERFRVfPEJ48DBgzAl19+CQCIiorSmjwqlUqsXr0aAODp6VmhZjyi8lPk50Ips4N3+4GoUStQ73rZjx4g5fgvkMvlTB6fVLm5wM2bQP36gIkn0iIiIiKqaJ745LFt27bo0qULjhw5ghUrVmD06NHo0KGDRpn58+fj8uXLAIAJEyaYbcajyMhIREZGoqioyCztU9mcvXzg7htgUJ0UM8VClcTly0Dr1kBsLNCqlbWjISIiIjKrSp88Hj16FDdu3JD+T01NlS7fuHGjxDqL4eHhJdr45ptv0KlTJ+Tm5qJnz56YNm0awsLCkJubi40bN2Lp0qUAgODgYEyZMsUs9wPgOY9ERERERFRxVfrkcfny5Vi1apXW244dO4Zjx45pXKcteWzZsiU2bdqEESNGQC6XY9q0aSXKBAcHY8eOHRrLexARERERET0pnuilOtT169cP58+fx6RJkxAcHAxnZ2d4enqiTZs2mDt3Ls6cOYMGDRpYO0wiIiIiIiKrqPRHHqOjo0sMTTVWYGAgFixYgAULFpikPUPxnEeiSkYmAxwcirdEREREVRyPPFYgERERiIuLQ0xMjLVDISJ9tGwJ5OcXb4mIiIiqOCaPREREREREpBOTRyIiY12+XLxEx79L+RARERFVZUweiYiMlZsLnDlTvCUiIiKq4pg8ViCRkZEICQlBaGiotUMhIiIiIiLSwOSxAuGEOUREREREVFExeSQiIiIiIiKdmDwSERkrKAj46afiLREREVEVZ2ftAIiIKi0vL2DwYGtHQURERGQRPPJIRGSsBw+ABQuKt0RERERVHJPHCoSzrRJVMnfuAFOmFG+JiIiIqjgOW61AIiIiEBERAblcDg8PD2uHQ3pQFBQgMTHR4Hru7u7w8fExQ0RERERERObB5JHISPlZGUiIv4mJ02bC0dHRoLrV3ZyxNmo5E0giIiIiqjSYPBIZSZGfC6XMDt7tB6JGrUC962U/eoCU479ALpczeSQiIiKiSoPJI1E5OXv5wN03wKA6KWaKhSzMwwPo1694S0RERFTFMXkkIjLWU08B27ZZOwoiIiIii+Bsq0RExlIogJSU4i0RERFRFcfkkYjIWBcuAL6+xVsiIiKiKs5kyeMLL7yAn3/+GQr+Am80rvNIREREREQVlcmSx7179+LVV1+Fv78/Jk6ciHPnzpmq6SdGREQE4uLiEBMTY+1QiIiIiIiINJgsefT19YUQAo8ePcLixYvRqlUrtG7dGkuWLEF6erqpdkNERERERERWYLLk8c6dO/jtt98wYMAA2NnZQQiBM2fO4L333kOtWrUwfPhw7Nu3z1S7IyIiIiIiIgsyWfJoa2uLfv36YcuWLbh9+zbmzZuHpk2bQgiBvLw8bNy4Eb169UJQUBBmz56NW7dumWrXRETW0bw5kJFRvCUiIiKq4swy26qPjw8mT56M8+fPIyYmBm+99RY8PT0hhEBiYiJmzZqF+vXro0ePHti0aRMKCgrMEQYRkXnZ2gLu7sVbIiIioirO7Et1qM57vHv3LtavX4/nn38eMpkMSqUSf/75J4YNGwZ/f3+89957OHPmjLnDISIynevXgV69irdEREREVZzF1nl0dHTEq6++ir1792Lfvn2oWbOmdFtaWhqWLFmCNm3aoF27dti6daulwiIiMl5mJrB3b/GWiIiIqIqzWPKYk5OD1atXIywsDM899xwePHgAIQSEEAgJCUG1atUghEBMTAwGDRqE/v37Iy8vz1LhERERERERURnMnjweO3YM48aNg7+/P8aMGYNDhw5BCAF3d3e89dZbOHXqFC5evIj79+/jxx9/RJMmTSCEwPbt2/G///3P3OFVKJGRkQgJCUFoaKi1QyEiIiIiItJgluTxzp07+PLLL9GoUSM8++yziIqKQmZmJoQQ6NSpE6Kjo3H37l0sWbIErVq1AgC4urpi/PjxuHDhAoYOHQohBNavX2+O8CqsiIgIxMXFISYmxtqhEBERERERabAzVUMFBQXYunUroqKisG/fPiiVSgghABTPvjpq1CiMGzcOjRo1KrMdGxsbTJo0CZs2bUJiYqKpwiMiMr06dYDvviveEhEREVVxJkse/f39kZ6eDgAQQsDGxgY9evTAuHHj0L9/f9jb2+vdVo0aNQAAhYWFpgqPqEJRFBSU+uNIUVERACA+Ph62jy0B4e7uDh8fH7PHR3ry8QEiIqwdBREREZFFmCx5TEtLAwDUqVMHY8aMweuvv466desa1Vb16tUxY8YMU4VGVKHkZ2UgIf4mJk6bCUdHxxK3OzjY48N338SYiIkoKFBo3FbdzRlro5YzgawoHj0Cdu4EXnwRqF7d2tEQERERmZXJkseXX34Z48aNwwsvvACZTFautry8vJg8UpWlyM+FUmYH7/YDUaNWYInb7f89Ezmw13golP9/ffajB0g5/gvkcjmTx4oiIQEYORKIjWXySERERFWeyZLHX375xVRNET0RnL184O4bUOJ6OygB3Iebdy0UPjanVYqFYiMiIiIiepzF1nkkIiIiIiKiystkRx4zMzOxcOFCAMAbb7yBmjVrlln+3r17WLZsGQDgP//5D6pVq2aqUIiIiIiIiMjETHbkcevWrZg5cybWrVunM3EEgJo1a2LdunWYNWsWfv/9d1OFQURkOS4uQPv2xVsiIiKiKs5kyeOWLVsgk8kwZMgQvcrLZDK8+uqrEELg559/NlUYRESW06gRcPx48ZaIiIioijNZ8njlyhUAQMeOHfWu06FDBwBAXFycqcIgIiIiIiIiMzBZ8nj79m0AgL+/v951VMNb79y5Y6owiIgs5/RpQCYr3hIRERFVcSZLHm1sipvKycnRu46qbGFhoanCICIiIiIiIjMwWfKoOuJ46tQpveuoyuozwc6TIDIyEiEhIQgNDbV2KERERERERBpMljx26dIFQggsWbIECoVCZ3mFQoElS5ZAJpOhc+fOpgqjUouIiEBcXBxiYmKsHQoREREREZEGkyWPY8aMAQBcv34dw4YNK3P4ak5ODl577TVcu3ZNoy4RERERERFVTHamaqhjx4549dVXsXHjRmzZsgV///03xo8fj2effRb+/v6QyWS4e/cuDh8+jOXLl+P27duQyWR45ZVX0LVrV1OFQURkOSEhwPXrQECAtSMhIiIiMjuTJY8AsHLlSqSmpmLfvn24c+cOZs6cqbWcEAIA0KNHD6xatcqUIRARWY6TE9CggbWjICIiIrIIkyaPTk5O2LNnD7799lvMmzev1CU46tSpg//85z+IiIiATCYzZQhEVZqioACJiYkG13N3d4ePj48ZInrCxccDn30GfP45EBRk7WiIiIiIzMqkySMAyGQyTJgwAe+//z7Onj2LM2fOIDU1FQDg7e2NVq1aoXnz5kwaiQyUn5WBhPibmDhtJhwdHQ2qW93NGWujljOBNLW0NGDdOmDyZCaPREREVOWZPHlUkclkaNmyJVq2bGmuXRA9URT5uVDK7ODdfiBq1ArUu172owdIOf4L5HI5k0ciIiIiMprZkkciMg9nLx+4+xo2QUuKmWIhIiIioieHyZbqICIiIiIioqrLLEcez507hyNHjuDmzZvIzMxEUVFRmeVlMhlWrFhhjlAsIj09HdOnT0dMTAzi4+ORlpYGb29vNGrUCBERERg4cCDP8SSqivz9gRkzirdEREREVZxJk8erV6/i9ddfx4kTJ/SuI4So9MljamoqVq5cifbt22PAgAGoXr06kpOT8fvvv+OVV17B+PHjsXTpUmuHSUSm5u8PlLIkEREREVFVY7Lk8c6dO3j22WeRmpoqrePo6uoKLy8v2NhU7dGxQUFBSE9Ph52dZndmZmaiffv2WLZsGSZMmICnn37aShESkVnI5cDx40CHDoC7u7WjISIiIjIrkyWPc+bMQUpKCmQyGcaNG4cPPvgAwcHBpmq+QrO1tdV6vZubG3r16oW4uDjcuHGDySNRVXPjBvDCC0BsLNCqlbWjISIiIjIrkx0S3L17N2QyGUaNGoWlS5daLHFMTk7G9u3bMX36dPTu3Rve3t6QyWSQyWQIDw83qK1bt27hgw8+QJMmTeDi4oLq1aujbdu2mDdvHnJycgyOLS8vD3/++SdkMhlCQkIMrk9ERERERFRRmOzI4927dwEAo0aNMlWTevHz8zNJOzt27MDw4cORkZEhXZeTk4OYmBjExMRg+fLl2LlzJ+rXr19qG+np6Vi0aBGUSiWSk5Oxc+dOJCUlYcaMGWjYsKFJ4iQiIiIiIrIGkyWPXl5eSE5Ohqenp6maNFidOnXQpEkT7N2716B6586dw5AhQ5CTkwNXV1dMnToVYWFhyM3NxcaNG7Fs2TJcvXoVffr0QUxMDFxdXbW2k56ejlmzZkn/29vb4+uvv8aUKVPKdb+IiIiIiIiszWTDVtu0aQMAuHbtmqma1Mv06dPx+++/4/79+7h16xZ+/PFHg9uYOHEicnJyYGdnh71792LatGno0KEDunfvjqVLl+Krr74CAFy5cgULFiwotZ169epBCIHCwkLEx8dj9uzZ+OSTTzBo0CAUFhYafR+JqIJydASeeqp4S0RERFTFmSx5fP/99yGEsPiSFLNmzULfvn2NHr4aExODgwcPAgDGjh2LDh06lCgzZcoUNGnSBACwaNEiKBSKMtu0tbVFvXr18PHHH+O///0vfv31Vyxbtsyo+IioAnv66eJJczgZFhERET0BTJY89ujRAx9++CEOHDiAt99+W2eCVVFs3bpVujxmzBitZWxsbKRzOdPS0qRkUx89e/YEAIPqEBERERERVTQmO+dx9erVCAkJQceOHbF06VL8/vvveOWVV9C4cWM4OzvrrG/piXZUjhw5AgBwcXFB69atSy3XtWtX6fLRo0fRo0cPvdpXTST0+BqQRFQFnD8PPPccsH8/8Mwz1o6GiIiIyKxMltGEh4dDJpNJ/9+7dw+LFy/Wq65qiQ9ruHz5MgCgQYMGZSZ4jRs3LlFH5ezZswgKCoKHh4fG9Y8ePcK0adMAAL179zZVyERUURQWAqmpxVsiIiKiKs6kh8OEEKZszuzy8vKQmpoKAAgICCizrJeXF1xcXJCdnY2kpCSN26Kjo7F8+XKEhYUhMDAQLi4uSExMxI4dO5CVlYVBgwZh2LBhpbadn5+P/Px86X+5XA4AUCgUVh/+W1RUBACwswHsoDSorr2tDE5OjrA3sO6TXk913eO3Gb0/G8DBwR5FRUVWfz5VRKo+MapvCgthD0BRWAiwb/VSrv4mg7G/LY99blnsb8tif1tWRexvmTBRxpeYmFiu+oGBgaYIAwkJCQgKCgIAjB49GtHR0aWWTUlJga+vLwBg6NCh2LhxY5lt+/n5ITk5GU2bNsWFCxek648ePYoVK1bgxIkTuHv3LnJyclC9enW0atUKo0aNwquvvqpxVPZxM2fO1FjiQ2X9+vV6DfklIuvw+OcfdJsyBQfnz0fGU09ZOxwiIiKqgnJycjBs2DBkZGTA3d3dqrGY7MijqZI/S8rLy5MuOzg46Czv+O90/Lm5uRrXd+7cGZ07dzY6jqlTp2Ly5MnS/3K5HHXq1EHPnj2t/gS5ceMGrl27hl/+UaJa9VoG1b137QxObFiETq9/Bt86DVhPz3p2UKKnVzL2pvmiUG1OK2P3l5pwGcei56BO3UA4OOp+nqvzcnXGsiWL4e3tbVC9ykShUOCPP/5Ajx49YG9vb1jlM2cAAJ06dwZatjRDdFVPufqbDMb+tjz2uWWxvy2L/W1Zqv4OCwuzdiiSJ3oWFycnJ+lyQUGBzvKqoaXVqlUzaRyOjo5SYqrO3t7e6i9MW1tbAEChEhqJjD4URQJ5eflQGFiX9YoVwkbjdmP3l5Obi5z8Qri16osatfT/kSf70QM8OP4LcnJyrP48tASjXm8hIcBff8E+JAR4AvrIlCrC+9uThP1teexzy2J/Wxb727IqUl8/0cmjm5ubdDkrK0tn+ezsbACAq6urWeKJjIxEZGSkdJ4hkSk5e/nA3bfsc3sfl2KmWKoMV1dAy9qwRERERFWRydZ5VHfjxg1Mnz4dPXr0QLNmzdCgQQPcuHFDo8zFixexc+dOHDp0yBwh6MXJyUkajnf79u0yy6alpUnJY506dcwST0REBOLi4hATE2OW9onIxG7fBiZPLt4SERERVXEmPfKoVCrx0UcfYdGiRVAqldLsqzKZrMSw0KSkJPTt2xd2dnaIj49H7dq1TRmK3po0aYIjR47gxo0bKCwsLHW5jitXrmjUISJCcjKwcCEwYgSgY8ZmIiIiosrOpEce33zzTSxYsABFRUWoVasWXnnllVLL9u7dG/Xr10dRURE2b95syjAMoproJjs7G7GxsaWWUz9C2qlTJ7PHRUREREREVJGYLHk8ePAgVqxYAQCYNm0aEhIS8NNPP5VZZ/DgwRBC4MCBA6YKw2ADBgyQLkdFRWkto1QqsXr1agCAp6en2WY8ioyMREhICEJDQ83SPhERERERkbFMljz+8MMPAIAXX3wR//3vf6VZOsvStm1bAMClS5dMFYbB2rZtiy5dugAAVqxYgePHj5coM3/+fFy+fBkAMGHCBLPNeMRzHomIiIiIqKIy2TmPx48fh0wmw9ixY/WuE/DvOUL37983er9Hjx7VmIwnNTVVunzjxg1ER0drlA8PDy/RxjfffINOnTohNzcXPXv2xLRp0xAWFobc3Fxs3LgRS5cuBQAEBwdjypQpRsdKRFWMtzfwzjvFWyIiIqIqzmTJY3JyMgAgKChI/53/OzmNQqEwer/Lly/HqlWrtN527NgxHDt2TOM6bcljy5YtsWnTJowYMQJyuRzTpk0rUSY4OBg7duzQWN6DiJ5wdesCkZHWjoKIiIjIIkw2bLVatWoAgJycHL3r3Lp1CwDg5eVlqjCM1q9fP5w/fx6TJk1CcHAwnJ2d4enpiTZt2mDu3Lk4c+YMGjRoYO0wiagiyckBTp8u3hIRERFVcSZLHlVHHM+cOaN3ne3btwMAQkJCjN5vdHQ0hBB6/5UlMDAQCxYswNWrV5GdnY20tDTExMTgww8/hLOzs9Ex6osT5hBVMleuAK1bF2+JiIiIqjiTJY89e/aEEAJLly6FUqnUWT42NhZr1qyBTCbDCy+8YKowKjVOmENERERERBWVyc55fPfdd/Htt9/iwoULGD9+PH744YdSZyX95Zdf8NZbb6GgoAAeHh544403TBUGEZmQoqAAiYmJBtdzd3eHj4+PGSIiIiIiImsxWfJYu3ZtfPvttxg/fjyio6Oxd+9e9OvXT7p9xYoVyMnJwb59+3Dz5k0IISCTybB06VJ4eHiYKgwiMpH8rAwkxN/ExGkz4ejoaFDd6m7OWBu1nAkkERERURVisuQRAMaOHQuZTIb3338fd+7cwY8//giZTAYAWLRoEQBI5x06Ojrihx9+wODBg00ZAhGZiCI/F0qZHbzbD0SNWoF618t+9AApx3+BXC6v+smjjQ3g5la8JSIiIqriTJo8AsDrr7+Onj17YtGiRdi2bZvGGoxA8RHKl156Cf/5z39Qr149U+++UouMjERkZCSKioqsHQqRxNnLB+6+AQbVSTFTLBVOixaAXG7tKIiIiIgswuTJIwAEBARg3rx5mDdvHuRyOZKTk1FUVIQaNWrAm4tplyoiIgIRERGQy+UcyktERERERBWK2cdaubu7o0GDBmjUqBETRyKqWuLigKefLt4SERERVXE8UYeIyFh5ecWJY16etSMhIiIiMjsmj0RERERERKSTyc557N69u9F1ZTIZ9u/fb6pQiIiIiIiIyMRMljwePHgQMplMWopDG9WyHSqqso9f/6TibKtERERERFRRmSx5fPbZZ3UmgdnZ2bh+/ToyMjIgk8kQHBwMf39/U4VQ6XG2VaJKpn594LffirdEREREVZxJjzzqQwiBHTt2YMKECXj06BGWL1+Ozp07myoMIiLL8fQEXnrJ2lEQERERWYRZ1nksi0wmQ9++fdG6dWu0atUKL7/8Ms6ePYvatWtbOhQiMhNFQQESExMNrufu7g4fHx8zRGQm9+8DUVHAmDFAzZrWjoaIiIjIrCyePKr4+/tj8uTJ+Oijj/DVV1/hm2++sVYoRGRC+VkZSIi/iYnTZsLR0dGgutXdnLE2annlSSDv3gWmTQN69WLySERERFWe1ZJHANJw1R07djB5JKoiFPm5UMrs4N1+IGrUCtS7XvajB0g5/gvkcnnlSR6JiIiIniBWTR4dHBwAAHfv3rVmGERkBs5ePnD3DTCoToqZYiEiIiKi8rOx5s6PHj0KAHB2drZmGERERERERKSD1ZLH48ePY/bs2ZDJZGjbtq21wqhQIiMjERISgtDQUGuHQkT68PQEXnmleEtERERUxZls2Ors2bN1llEqlUhLS8OpU6fw999/Q6lUQiaTYdKkSaYKo1LjOo9ElUz9+sDPP1s7CiIiIiKLMFnyOHPmTMhkMr3LCyFgZ2eHr776Cj169DBVGEREllNQACQnA76+wL/ncBMRERFVVSadMEcIUebtMpkMbm5uCAoKQteuXfHGG28gJCTElCEQEVnOxYtA69ZAbCzQqpW1oyEiIiIyK5Mlj0ql0lRNERERERERUQVj1dlWiYiIiIiIqHJg8khEREREREQ6MXkkIiIiIiIinUx2zuOtW7dM1ZSGunXrmqVdIqJya9ECyMsD7O2tHQkRERGR2ZkseQwKCjJVUxKZTIbCwkKTt1tRRUZGIjIyEkVFRdYOhYj0YWMDODpaOwoiIiIiizBZ8qhrmQ7SLSIiAhEREZDL5fDw8LB2OEQWpygoQGJiolF13d3d4ePjY+KIdLh2DXjjDWDpUiA42LL7JiIiIrIwkyWPUVFRAIAlS5YgJiYG9vb26NmzJ9q2bQs/Pz8IIZCcnIyYmBjs3bsXCoUCoaGhePvtt00VAhFVYvlZGUiIv4mJ02bC0YijedXdnLE2arllE8isLODQoeItERERURVnsuRx9OjRGDduHE6dOoWePXtixYoVqF27ttayd+7cwfjx47Fnzx40a9YMy5YtM1UYRFRJKfJzoZTZwbv9QNSoFWhQ3exHD5By/BfI5XLLH30kIiIiekKYLHncvHkzVq5cidDQUOzYsQO2trallq1duzZ+//13dOjQAStXrkSPHj0wZMgQU4VCRJWYs5cP3H0DDK6XYoZYiIiIiOj/mWypjh9//BEymQyTJ08uM3FUsbW1xZQpUyCEwNKlS00VBhEREREREZmByZLH8+fPAwCCDZg0QlX2woULpgqDiMhy6tYFli0r3hIRERFVcSYbtpqZmQkASE5O1ruOqqyqLhFRpeLtDYwbZ+0oiIiIiCzCZEceAwOLJ7hYvXq13nVUZevyV3siqoxSU4Hly4u3RERERFWcyZLH/v37QwiBjRs34quvvtJZft68ediwYQNkMhlefvllU4VBRGQ5t24B48cXb4mIiIiqOJMNW/3444+xevVqPHjwAFOnTsWGDRswevRohIaGwtfXFzKZDA8ePEBMTAzWrFmDs2fPAgBq1qyJjz76yFRhEBERERERkRmYLHn09PTEvn370KtXL9y5cwfnz5/HlClTSi0vhEBAQAB2794NT09PU4VBREREREREZmCy5BEAQkJCcOnSJcyaNQvR0dFIS0vTWs7LywtjxozB9OnT4e7ubsoQiOgJpSgoQGJiosH1nJ2dzRANERERUdVj0uQRANzd3TF//nx8+eWXiI2NxYULF5CWlgYhBKpXr45mzZqhdevWcHBwMPWuiegJlZ+VgYT4m5g4bSYcHR0NqutX3QPjw0cat2NXV6Br1+ItERERURVn8uRRxcHBAR06dECHDh3MtYsqJzIyEpGRkSgqKrJ2KESViiI/F0qZHbzbD0SNWoF618t+9ABpsduM33FwMHDwoPH1iYiIiCoRsyWPZLiIiAhERERALpfDw8PD2uEQVTrOXj5w9w0wqE5GeXaoVAIKBWBvD9iYbPJqIiIiogrJbMnjzZs3cfz4cdy/fx85OTl4++234e3tba7dERFZ3tmzQOvWQGws0KqVtaMhIiIiMiuTJ49nzpzBxIkTcfToUY3rBw0apJE8RkZGYtasWfDw8EBcXBzs7e1NHQoRERERERGZiEnHWe3YsQMdO3bE0aNHIYSQ/rQZPXo0cnNzcfPmTWzfvt2UYRAREREREZGJmSx5vH//Pl577TXk5+cjJCQEu3btQmZmZqnlXV1dMWDAAADArl27TBUGERERERERmYHJkseFCxciKysLgYGBOHLkCHr16gUXF5cy63Tr1g1CCMTGxpoqDCIiIiIiIjIDk53zuGfPHshkMkyZMgWenp561WnUqBEAICEhwVRhEBFZTtOmQFIS4Otr7UiIiIiIzM5kyWN8fDwAoG3btnrXcXNzAwBkZWWZKgwiIstxcAACDFsahIiIiKiyMtmwVYVCAQAGzZqanp4OADqHt1Z0d+7cwaJFi9CzZ0/UrVsXDg4OqFmzJgYNGoS///7b2uERkbncvAkMHly8JSIiIqriTJY81qxZE8D/H4HUx/HjxwEAAZX8l/vFixdj0qRJuHnzJnr06IEpU6agc+fO+O2339CxY0f89NNP1g6RiMwhPR3YvLl4S0RERFTFmWzYaqdOnZCYmIhff/0VAwcO1Fk+JycHP/zwA2QyGZ599llThWEVbdu2xeHDh9GlSxeN648cOYLnnnsOb7/9Nvr37w9HR0crRUhERERERFQ+JkseR48ejXXr1mHDhg0YOXIkevbsWWrZrKwsvPrqq7h16xZkMhnGjh1rqjCsorRkuUuXLggLC8PevXtx4cIFtGnTxsKREZEuhQXFQ+7j4+Nha2urdz13d3f4mCsoIiIiogrIZMnj888/jwEDBmDr1q146aWX8N5772Hw4MHS7Y8ePcLff/+NvXv34ocffsD9+/chk8kwatQotGzZ0uj9Jicn4+TJkzh58iRiYmIQExODhw8fAihOaKOjo/Vu69atW/j222+xY8cO3Lp1C46OjmjQoAGGDBmCd955B87OzgbHpzoH1M7OZF1NRCaSn5WBxMQEAMCYiIko+DeR1Ed1N2dsnPQ+vMwUGxEREVFFY9KMZu3atejbty8OHjyIBQsWYMGCBZDJZACArl27SuWEEACA5557Dj/88EO59unn51eu+io7duzA8OHDkZGRIV2Xk5MjJaTLly/Hzp07Ub9+fb3bvHXrFvbt24eaNWuiWbNmJomTiExHkZ8Lpaz4aGNgr/FQKPWrl/3oAVKO/4IMFxd4ffEFUKuWGaMkIiIiqhhMNmEOADg7O2Pfvn34+uuvUbNmTQghtP5Vr14dX3zxBfbs2WPS8wDr1KlT5nDZ0pw7dw5DhgxBRkYGXF1dMWfOHPz111/Yv38/xo8fDwC4evUq+vTpo/eyIgqFAiNHjkR+fj6++uorg4bDEZHluXnXgrtvgF5/LtWLf7Qq8vEBpk4F/p0wjIiIiKgqM/lYShsbG0yZMgUTJkzAyZMncerUKSQnJ6OoqAg1atRAy5Yt0blzZ5MljdOnT0doaChCQ0Ph5+eHhIQEBAUFGdTGxIkTkZOTAzs7O+zduxcdOnSQbuvevTsaNmyIDz/8EFeuXMGCBQswffr0MttTKpV4/fXXcfjwYYwfPx4jR4406r4RUcVmI5cD27YBzz4LeHpaOxwiIiIiszJZ8rh69WoAQKNGjdCuXTvY2dmhY8eO6Nixo6l2odWsWbPKVT8mJgYHDx4EAIwdO1YjcVSZMmUKoqKicPnyZSxatAhTp04tdT1LIQTGjx+PtWvXYsSIEeUelktEFZfdrVvAgAFAbCzQqpW1wyEiIiIyK5Mlj+Hh4ZDJZNiwYQPatWtnqmbNbuvWrdLlMWPGaC1jY2ODUaNGYerUqUhLS8PBgwfRo0ePEuWUSiXGjRuHqKgovPbaa4iOjoaNjUlHBhNRBaEoKMC9e/dQB0BSUhIKPDz0qufu7g4fH87TSkRERJWPyZJHDw8PyOVyNGzY0FRNWsSRI0cAAC4uLmjdunWp5dQn/Dl69GiJ5FE9cRw6dCjWrFnD8xyJqqj8rAwkxN/E/Mil2ARg6qwvcNXNXa+61d2csTZqORNIIiIiqnRMljwGBQXh3LlzSEtLM1WTFnH58mUAQIMGDcpcTqNx48Yl6qgolUqMHTsW0dHRGDx4MNauXcvEkagKK56l1Q6ezcKAi2dQq8tg5Nd+Smc91SytcrmcySMRERFVOiZLHl9++WWcPXsWv//+O7p3726qZs0qLy8PqampAICAgIAyy3p5ecHFxQXZ2dlISkrSuG327NmIjo6Gq6srgoOD8d///rdE/QEDBqBFixYmi52IrM/Gyw93agXBwbcO3H3Lfg9RSTFzTERERETmYrLkccKECVi5ciW+//579OvXr1IkkJmZmdJlV1dXneVVyePjy3UkJCQAALKysjBnzhytdevVq1dq8pifn4/8/Hzpf7lcDqB4uQ+FQv9Fy82hqKgIAGBnA9hBz0Xw/mVvK4OTkyPsDaz7pNdTXff4bRUtzopSr9z7/HfmZ2NivV+zNmbP2aB3fXsbwMHBHkVFRVZ/bVuL6n4/qfff0tjflsc+tyz2t2Wxvy2rIva3TAghTNXYjRs38Morr+DSpUsYM2YMhg0bhmeeeQZeXl6QyWSm2k2Z1JfqGD16NKKjo0stm5SUhLp16wIARo4cKc0YW5q6desiKSkJTz31FG7cuGGymGfOnKl11tj169fD2dnZZPshIiIiIqLKJScnB8OGDUNGRgbc3fWbY8FcTHbkUf0cPyEEVqxYgRUrVuhVVyaTobCw0FSh6M3JyUm6XFBQoLO86uhgtWrVTBrH1KlTMXnyZOl/uVyOOnXqoGfPnlZ/gty4cQPXrl3DL/8oUa16LYPq3rt2Bic2LEKn1z+Db50GrKdnPTso0dMrGXvTfFEIG73rWTrOilKvvPs8u+V7LJ47u0R/67O/4b1H4YuoOZg39Qfcrhuss15m6l0k7lmGqMhFBq9HW1UoFAr88ccf6NGjR6lLHpHpsL8tj31uWexvy2J/W5aqv8PCwqwdisRkyePjBzBNeEDTbNzc3KTLjw9F1SY7OxuAfkNcDeHo6AjHf4fOqbO3t7f6C1P1o0ChEnp/sVZRFAnk5eVDYWBd1itWCBuN2ytqnNauV+59/vuj0OP9rc/+lEVKVMvLgVLP/SqUQEGBAra2tlZ/bVtbRXh/e5Kwvy2PfW5Z7G/LYn9bVkXqa5MljzNmzDBVUxbj5OQEb29vpKam4vbt22WWTUtLk5LHOnXqmCWeyMhIREZGSucZEhERERERVRRGJY+qcwMHDBggDausjMkjADRp0gRHjhzBjRs3UFhYWOpyHVeuXNGoYw4RERGIiIiAXC6Hh54LjhMREREREVmCYWPD/hUeHo4xY8aUerQuJSUFs2fPxueff16u4Cyhc+fOAIqHpMbGxpZa7tChQ9LlTp06mT0uIiIiIiKiisSo5FGX5ORkzJw5EzNnzjRH8yY1YMAA6XJUVJTWMkqlUjra6unpWaFOWiUi67ntXQuzZqzGff961g6FiIiIyOzMkjxWJm3btkWXLl0AACtWrMDx48dLlJk/fz4uX74MoHg9S3OdtBoZGYmQkBCEhoaapX0iMq18B0fcqtcYBY5OugsTERERVXImmzDHWo4ePaqx5mJqaqp0+caNGyXWeQwPDy/RxjfffINOnTohNzcXPXv2xLRp0xAWFobc3Fxs3LgRS5cuBQAEBwdjypQpZrkfAM95JKpsfNJTMfzwVux6cRQe1ahp7XCIiIiIzKrSJ4/Lly/HqlWrtN527NgxHDt2TOM6bcljy5YtsWnTJowYMQJyuRzTpk0rUSY4OBg7duzQWN6DiJ5s7jmZ6P7nZhzp8hKTRyIiIqrynvhhqyr9+vXD+fPnMWnSJAQHB8PZ2Rmenp5o06YN5s6dizNnzqBBA8MWLiciIiIiIqoqKv2Rx+jo6BJDU40VGBiIBQsWYMGCBSZpj4iIiIiIqKqo9MljVRIZGYnIyEgUFRVZOxQiMhNFQQESExMNrufu7g4fHx8zRERERESkn3Ilj0uWLIGvr2+J65OTk6XLs2fP1qut6dOnlyeUKoET5hBVLuku7tjb8zVkunvpVT4/KwMJ8TcxcdpMODo6GrSv6m7OWBu1nAkkERERWU25ksfvv/++1NtkMhkAYNasWXq1xeSRiCqbhx41sOm1SXqXV+TnQimzg3f7gahRK1DvetmPHiDl+C+Qy+VMHomIiMhqjE4ehRAmC0KVaBIRVSZO+Xl46sZ53A5ogHwnZ73rOXv5wN03wKB9pRgaHBEREZGJGZU8HjhwwNRxEBFVOrUf3sO0pZ9h1ozVuFWvsbXDISIiIjIro5LHrl27mjoOAifMISIiIiKiiovrPFYgERERiIuLQ0xMjLVDISIiIiIi0sDkkYiIiIiIiHRi8khEZKQiG1tkunpCaWtr7VCIiIiIzK5cS3UQET3JEmrWxcTFey2yL0VBARITEw2u5+7uzuU9iIiIyCSYPBIRVXD5WRlIiL+JidNmwtHR0aC61d2csTZqORNIIiIiKjcmjxUIZ1slqlzqJt/GjCUf47v3v8bd2k+ZbT+K/FwoZXbwbj8QNWoF6l0v+9EDpBz/BXK5nMkjERERlRuTxwokIiICERERkMvl8PDwsHY4RKSDfaECfsm3YadQWGR/zl4+cPcNMKhOipliISIioicPJ8whIiIiIiIinZg8EhERERERkU5MHomIiIiIiEgnJo9EREa6W90PCyZ/g2Q/w85DJCIiIqqMOGEOEZGRcp2ccalRC2uHQURERGQRPPJYgURGRiIkJAShoaHWDoWI9OCVmYaXti6FR3qqtUMhIiIiMjseeaxAuFQHUeVSPTMd/X9bjrMtnkWGp7e1w9FKUVCAxMREg+u5u7tzbUgiIiLSwOSRiKiKys/KQEL8TUycNhOOjo4G1a3u5oy1UcuZQBIREZGEySMRURWlyM+FUmYH7/YDUaNWoN71sh89QMrxXyCXy5k8EhERkYTJIxFRFefs5QN3X8NmhE0xUyxERERUeXHCHCIiI2VVc8Hx9i8gx8XN2qEQERERmR2PPBIRGemBly+Wvznb2mEQERERWQSPPBIRGcleUQDfB0mwU+RbOxQiIiIis2PySERkpLopd/Dlx4NQ6068tUMhIiIiMjsmj0RERERERKQTk8cKJDIyEiEhIQgNDbV2KERERERERBqYPFYgERERiIuLQ0xMjLVDISIiIiIi0sDkkYiIiIiIiHTiUh1EREb6p1YQxkadtHYYRERERBbB5JGIiEpQFBQgMTHR4Hru7u7w8fExQ0RERERkbUweiYiMVDv1Lj5c8z+sGDsDD/wDrR2OyeRnZSAh/iYmTpsJR0dHg+pWd3PG2qjlTCCJiIiqICaPRERGcirIx1P/XIRjfq61QzEpRX4ulDI7eP9fe3ceFlXZ9wH8CwzbsCNoIogrgmnqE1qmRlpYqeXSpo8LLqlvYZlpvmlPom9P5VKmjw/ZmyZqvW5pm9mi5pIIJpakJpooAmoqKDLAAAPD/f5Bcx6m2Qdmk+/nuriuw5z7vs/v/Bhxftzn3OfeUWgRYX5RXHHzGooyd0ChULB4JCIiug2xeCQiIr3kIeEIbBlpUZ8iG8VCREREjsfVVomIiIiIiMgkFo9ERERERERkEotHIiIrXQsOx5qpi3AjrLWjQyEiIiKyOd7zSERkpXK5P47E/c3RYRARERHZBWceiYisFFihwMAfPoW/osTRoRARERHZHItHIiIrhZfewLhPliH05jVHh0JERERkcywenUhqaiq6du2K3r17OzoUIiIiIiIiLSwenUhycjJOnz6NrKwsR4dCRERERESkhQvmEBFRs1NUVASFQmFV38DAQISHhzdxRERERM6PxSMRkZUqvX1x6s57UOUjd3QoZIGioiKMm/QsbpYpreofGiDHJ2lrWUASEVGzw+KRiMhKV1rcgffmrHJ0GGQhhUKBm2VKhPd9An6hrSzqW3HzGooyd0ChULB4JCKiZofFIxGRldzr6uBTWY5qb18Idw9Hh0MW8gtthcCWkRb3K7JBLERERK6AxSMRkZXaX83Hyv+ZgEUpG1HQLtbR4TiFGpUK+fn5Bver1WoAQF5eHjw8/lNw8z5CIiIi58fikYiImkR1eSku5l3AS/MXwtvbW28bLy9PzJ0xHZOSX4JKVSO9zvsIiYiInB+LRyIiahI11ZWoc5Mh7N5RaBERrbeN558PiIp+eCpq6uq3K25ew5WDm3Hy5ElER+vvZwhnLImIiOyHxWMT+eSTT3Do0CH8/PPPOHnyJFQqFdLS0jBx4kRHh0ZEZFfykHCD9xLKUAfgKgLCIlD756OGzZmxNIQzlkRERPbD4rGJ/OMf/0B+fj7CwsLQunVro/f8EBHRf5gzY6kPVz4lIiKyLxaPTWTt2rXo3LkzoqOjsXjxYsybN8/RIRGRjV1sFYWZK79HpTzA0aHcFozNWBrClU+JiIjsh8VjE3nooYccHQIR2ZnaQ4bywBBHh0FERERkFy5fPF6/fh1Hjx7F0aNHkZWVhaysLNy4cQMAkJSUhPXr15s9VkFBAf71r39h165dKCgogLe3Nzp16oSnn34azz//PORyuY3Ogohc0R03r2HGF/+LLWNmociK5wWSazL1OBJDuLgPERG5OpcvHlu1atUk4+zatQtjx45FaWmp9JpSqZQK0rVr1+Kbb75Bhw4dmuR4ROT6/KqU6Jl9CF8On+roUMhOuLgPERE1Zy5fPDYUFRWFuLg47N6926J+v/76K55++mkolUr4+/tj3rx5GDhwICorK7FlyxasWbMGZ8+exdChQ5GVlQV/f38bnQERETkzLu5DRETNmcsXjwsWLEDv3r3Ru3dvtGrVChcvXkT79u0tGuOll16CUqmETCbD7t270bdvX2nfoEGD0LlzZ8ydOxdnzpzB8uXLsWDBgqY+DSIisoI1l5Dm5+ejtqa2Ucfl4j5ERNQcuXzxuGjRokb1z8rKwoEDBwAAU6ZM0SocNWbPno20tDTk5ORgxYoVmDdvHjw9PRt1XCIiahxrLyGtqlTi0uU/0LamxobRERER3X5cvnhsrC+++ELanjRpkt427u7umDBhAubNm4eSkhIcOHAAiYmJdoqQiJzVjcBQbB09E7dCeBmiI1h7Cen186eQX7gO6loWj0RERJZo9sXjoUOHAAB+fn64++67DbZLSEiQttPT01k8EhFu+Qdh98NjHR1Gs2fpJaTlN67aMBoiIqLbl7ujA3C0nJwcAECnTp0gkxmupWNjY3X6EFHz5ldZgfisvZBXKBwdChEREZHNNeuZx6qqKhQXFwMAIiON/9U6JCQEfn5+qKioQGFhoc7+tWvXIj09HQBw8uRJ6TXN/ZQjRozAiBEjmi54InK4O0qu47kPX8eilI0o8At0dDhERERENtWsi8eysjJp25zHb2iKx/Lycp196enp2LBhg9Zrhw8fxuHDhwEA7dq1M1g8VldXo7q6WvpeoaifxaipqUGNgxd0UKvVAACZOyBDnUV9PT3c4OPjDU8L+zb3fprX/rrP2eJ0ln6NPuafC61YE6vsz2s3PFBnVn9Xyakt++l7fztjnE1+THfAy8sTarXarr/XNcdy9P8lzQlzbl/Mt30x3/bljPl2E0IIRwfRlBo+qiMpKQnr16832LawsBBt27YFAIwfPx4bN240Onbbtm1RWFiIjh07Ijc3t8liXrhwod5VYzdt2gS5XN5kxyGiphV0/jwemD0bB959F6UdOzo6HCIiIroNKZVK/P3vf0dpaSkCAx17pVOznnn08fGRtlUqlcn2mtlBX1/fJo1j3rx5ePnll6XvFQoFoqKiMHjwYIe/QXJzc/H7779jx/k6+IZGWNT3j9+P48jmFeg3+XW0jOrEfmb2k6EOg0OuY3dJS9Q2uC3Z2eJ0ln6NPWb2Z6uxasn/6OTbnOONf2QcHgCQrmiBwpI7bBrn7dJP3/vbGeNs6r5lxVeQ//0apKWusPhZxI1RU1ODPXv2IDExkY+YshPm3L6Yb/tivu1Lk++BAwc6OhRJsy4eAwICpG19l6L+VUVFBQDzLnG1hLe3t95nlHl6ejr8H6aHhwcAoLYOZn+w1qhRC1RVVaPGwr7sV68W7lr7nTVOR/dr9DH//KPQX/NtzvEqPLyQ37YLqrx8zerrKjm1R7+G+XbmOJvsmHWASlUDDw8Ph/xet+T/k6KiIun2CUsEBgYiPJyPrdFwhv/DmxPm276Yb/typlw36+LRx8cHYWFhKC4uxqVLl4y2LSkpkYrHqKgom8STmpqK1NRU6T5DInJul8Lb4H8WfezoMIiaTFFREcZNehY3y5QW9w0NkOOTtLUsIImIbmPNungEgLi4OBw6dAi5ubmora01+LiOM2fOaPWxheTkZCQnJ0OhUCAoKMgmxyAiIjJEoVDgZpkS4X2fgF9oK7P7Vdy8hqLMHVAoFCweiYhuY83+OY/9+/cHUH9J6s8//2yw3cGDB6Xtfv362TwuInJ+Hf64iA+m9kPb/LOODoWoSfmFtkJgy0izvywpNImIyHU1+5nHESNG4O233wYApKWl4Z577tFpU1dXJ63EGhwc7FQ3rRKR47gJAc/aGuD2WrSabKRGpUJ+fr7F/XgvIREROYtmXzz26dMHAwYMwKFDh/DRRx8hKSkJffv21Wrz7rvvIicnBwAwc+ZMm920ynseiYhuT9XlpbiYdwEvzV+od4E0Y3gvIREROQuXLx7T09O1nrlYXFwsbefm5uo853HixIk6Y6xcuRL9+vVDZWUlBg8ejPnz52PgwIGorKzEli1b8OGHHwIAYmJiMHv2bJucB8B7HomIblc11ZWoc5Mh7N5RaBERbXY/3ktIRETOxOWLx7Vr12LDhg169x0+fBiHDx/Wek1f8dirVy9s3boV48aNg0KhwPz583XaxMTEYNeuXVqP9yAiIrKEPCQcgS0jLepTZKNYiIiILNXsF8zReOyxx3DixAnMmjULMTExkMvlCA4ORnx8PJYsWYLjx4+jUyfLHiZNRLe3wvA2eP2fm/FHRDtHh0JERERkcy4/87h+/XqdS1OtFR0djeXLl2P58uVNMh4R3d5Unl640qajo8MgIiIisgvOPDqR1NRUdO3aFb1793Z0KERkhvBbxUha90+0KP7D0aEQERER2RyLRyeSnJyM06dPIysry9GhEJEZApVluP/QV/ArL3V0KEREREQ2x+KRiIiIiIiITGLxSERERERERCaxeCQiIiIiIiKTWDw6ES6YQ+RabvkHYdeQJCiCQh0dChEREZHNsXh0Ilwwh8i13AgMxWdPJeNWSEtHh0JERERkcyweiYis5FtdiS5nfoZPZYWjQyEiIiKyORaPRERWirhxFXOXPIeW1wodHQoRERGRzbF4JCIiIiIiIpNYPBIREREREZFJLB6dCFdbJSIiIiIiZ8Xi0YlwtVUi11LrIcPNkJZQe8gcHQoRERGRzfETDxGRlfJbReGV5V87OgwiIiIiu+DMIxEREREREZnE4pGIyErR1wqx7OVhaFOY6+hQiIiIiGyOxSMRkZVk6lqEllyHh7rW0aEQERER2RzveSQiInJiNSoV8vPzLe6nUqng4eEBAMjLy5O2jcnPz0dtDf8YQkRE+rF4dCKpqalITU2FWq12dChEROQEqstLcTHvAl6avxDe3t5m96tRqXC5IB8dO3fBvFnPY1LyS1Cpakz2q6pU4tLlP9C2xnRbIiJqflg8OpHk5GQkJydDoVAgKCjI0eEQEZGD1VRXos5NhrB7R6FFRLTZ/a6fP4ULF9ch+O4hAIDoh6eips68fvmF66CuZfFIRES6WDwSEVnpSos7sPS/V+N6qyhHh0K3OXlIOAJbRprdvvzGVQCAb3AYACAgLAK1ZixzoOlHRESkD4tHIiIrVXr74mx0jKPDICIiIrILrrZKRGSlFoqbGPVpKoJLrjs6FCIiIiKbY/FIRGSl4PJSDP1mAwJLbzo6FCIiIiKbY/FIREREREREJrF4JCIiIiIiIpNYPBIREREREZFJXG2ViMhKCnkAfhzwOCr8+VxWohqVCvn5+Rb3U6lU8PLysrhfYGAgwsPDLe5HRETWY/HoRFJTU5Gamgq1Wu3oUIjIDEXBYdgw+R+ODoPI4arLS3Ex7wJemr8Q3t7eZverUalwuSAfkdHtIfO07CNJaIAcn6StZQFJRGRHLB6dSHJyMpKTk6FQKBAUxJkMImfnVaNCxOXzKApvgxovH0eHQ+QwNdWVqHOTIezeUWgREW12v+vnT+HCxXUI6TPcon4VN6+hKHMHFAoFi0ciIjti8UhEZKWoost448PXsShlIwraxTo6HCKHk4eEI7BlpNnty29ctaofABRZ1JqIiJoCF8whIiIiIiIik1g8EhERERERkUksHomIiIiIiMgkFo9ERFYSbm6okXkCbm6ODoWIiIjI5rhgDhGRlS60bof/WnPY0WEQERER2QVnHomIiIiIiMgkFo9ERFaKLLqMBSnj0fpKnqNDISIiIrI5Fo9ERFbyrlEhuuAsPFXVjg6FiIiIyOZYPBIREREREZFJLB6JiIiIiIjIJK62SkRERC6nRqVCfn6+xf1UKhW8vLxs1k+tVgMA8vLy4OHhYfXxACAwMBDh4eEW9ysqKoJCobDb8Yio+WDx6ERSU1ORmpoq/cdDRM7takhLrH7+LRSHRzg6FKJmpbq8FBfzLuCl+Qvh7e1tdr8alQqXC/IRGd0eMk/zPwJZ0s/LyxNzZ0zHpOSXUFFeYdXxNEID5Pgkba1FBV1RURHGTXoWN8uUdjkeETUvLB6dSHJyMpKTk6FQKBAUFOTocIjIhApfPxyL7eXoMIianZrqStS5yRB27yi0iIg2u9/186dw4eI6hPQZbrN+nn/eEBT98FRcPmfd8QCg4uY1FGXugEKhsKiYUygUuFmmRHjfJ+AX2srmxyOi5oXFIxGRlYLLSzH4+//DkXsfgSKohaPDIWp25CHhCGwZaXb78htXbd5PhjoAVxEQFgF5kXXH0yiyuMd/+IW2sviYjTkeETUPXDCHiMhKLRQ38cyWlQgu4UcuIiIiuv2xeCQiIiIiIiKTWDwSERERERGRSSweiYiIiIiIyCQWj0REVqrwkSO75wBUyv0dHQoRERGRzXG1VSIiK10NbYVVM991dBhEREREdsGZxyaUlZWFIUOGICQkBH5+fujTpw82bdrk6LCIyEY81LXwV5TAo7bW0aEQERER2RyLxyZy4MAB9O/fH4cOHcKTTz6J5557DsXFxRg7dizeeustR4dHRDbQ7lohVs58GG0u5To6FCIiIiKbY/HYBGpra/Hss8/Czc0NP/74I9asWYN33nkHv/76K+68806kpKTg3Llzjg6TiIiIiIjIaiwem8C+fftw/vx5/P3vf0evXr2k1wMCAvD666+jtrYWaWlpDoyQiIiIiIiocVy+eLx+/Tq+/vprLFiwAI8++ijCwsLg5uYGNzc3TJw40aKxCgoKMGfOHMTFxcHPzw+hoaHo06cP3nnnHSiVSoP9Dhw4AAAYPHiwzj7NawcPHrQoFiIiIiIiImfi8quttmrVqknG2bVrF8aOHYvS0lLpNaVSiaysLGRlZWHt2rX45ptv0KFDB52+mktSO3furLMvJCQEYWFhvGyViIiIiIhcmsvPPDYUFRWld/bPlF9//RVPP/00SktL4e/vjzfffBMZGRn44YcfMHXqVADA2bNnMXToUJSXl+v01xScQUFBescPDAzUKkqJ6PaQd0c0kt/fh8K2un84IiIiIrrduPzM44IFC9C7d2/07t0brVq1wsWLF9G+fXuLxnjppZegVCohk8mwe/du9O3bV9o3aNAgdO7cGXPnzsWZM2ewfPlyLFiwoKlPg4hcUJ27O6p8/R0dBhEREZFduPzM46JFizBs2DCrL1/NysqS7lmcMmWKVuGoMXv2bMTFxQEAVqxYgZqaGq39mhlHQ7OLCoXC4KwkEbmuiBtXMeudF9DyaoGjQyEiIiKyOZcvHhvriy++kLYnTZqkt427uzsmTJgAACgpKZGKTQ3NvY767mssKSlBcXGx3vshici1+VZXottvP8GnyvCCWkRERES3i2ZfPB46dAgA4Ofnh7vvvttgu4SEBGk7PT1d777du3fr9NO81rA/ERERERGRq2n2xWNOTg4AoFOnTpDJDN8CGhsbq9NH48EHH0SHDh2wadMmZGdnS6+XlZXhjTfegEwms/ixIURERERERM7E5RfMaYyqqioUFxcDACIjI422DQkJgZ+fHyoqKlBYWKi1TyaTYe3atXj44YcxYMAAjBkzBoGBgfjss8+Ql5eHf/7zn4iJibHZeRAREREREdlasy4ey8rKpG1/f9MrJmqKR32P6xg4cCDS09ORkpKCbdu2QaVS4c4778Qbb7yBsWPHGh23uroa1dXV0vcKhQIAUFNTo7M4j72p1WoAgMwdkKHOor6eHm7w8fGGp4V9m3s/zWt/3edscTpLv0Yf09sbgHWx3gppgc3j5kARGm5Wf1fJqS376Xt/O2OcznLMpugHmN/XFc/P2fo1fI836r3mDnh5eUKtVlv0WUCtVsPLy9Pyc7TyeI6midWcmIuLi7U++5krICAAYWFhFvdzleNZckxL8u1M7P2zaCrOmG83IYRwdBBNqeGjOpKSkrB+/XqDbQsLC9G2bVsAwPjx47Fx40ajY7dt2xaFhYXo2LEjcnNzmyzmhQsXYtGiRTqvb9q0CXK5vMmOQ0RERERErkWpVOLvf/87SktLERgY6NBYmvXMo4+Pj7StUqlMttfMDvr6+jZpHPPmzcPLL78sfa9QKBAVFYXBgwc7/A2Sm5uL33//HTvO18E3NMKivn/8fhxHNq9Av8mvo2VUJ/Yzs58MdRgcch27S1qitsFtyc4Wp7P0a+wxsz9bjVVL/kcn3+Yc7+HRszDwxh84edd9UPqbfhyPq+TUlv30vb+dMU5nOWZj+z3w7OsY283f7Pe3q52fM/Zr+B4v/P1Xq99rZcVXkP/9GqSlrrDo+dV5eXmYlPwSoh+eioAw8//ftvZ4jlZTU4M9e/YgMTERnp6eBttp8hLWZzj8QlqaPX5FyXUUH/3S6p+Dsx/P0mOam29nYu+fRVPS5HvgwIEOOb4+zbp4DAgIkLb1XYr6VxUVFQDMu8TVEt7e3vD+89K5hjw9PR3+D9PDwwMAUFsHsz9Ya9SoBaqqqlFjYV/2q1cLd639zhqno/s1+ph//lHor/k253ihN4swec0iLErZCIV/iG3jvM36Ncy3M8fp6GM2RT/A/Pe3K56fs/arhXvj3mt1gEpVAw8PD4s+C3h4eEClqrH8HK08nrMw9ZlJkxevoJbwDTO+zkVDjf05OPvxrD2mM3xGNZe9fxa24OjjN9SsV1v18fGRrmO+dOmS0bYlJSVS8RgVFWWTeFJTU9G1a1f07t3bJuMTERERERFZq1kXjwAQFxcHoP7yzNraWoPtzpw5o9OnqSUnJ+P06dPIysqyyfhERERERETWavbFY//+/QHUX5L6888/G2x38OBBabtfv342j4uIiIiIiMiZNPviccSIEdJ2Wlqa3jZ1dXXSSqzBwcFOddMqETlOlZc3znfshmrvpl1Ei4iIiMgZNfvisU+fPhgwYAAA4KOPPkJmZqZOm3fffRc5OTkAgJkzZ9rsplXe80jkWi6HReCtf6zDtdbRjg6FiIiIyOZcfrXV9PR0rWcuFhcXS9u5ubk6z3mcOHGizhgrV65Ev379UFlZicGDB2P+/PkYOHAgKisrsWXLFnz44YcAgJiYGMyePdsm5wHU3/OYnJwMhUKBoCDTy/4TERERERHZi8sXj2vXrsWGDRv07jt8+DAOHz6s9Zq+4rFXr17YunUrxo0bB4VCgfnz5+u0iYmJwa5du7Qe70FEzVvHK3lYuXAcFqVsREG7WEeHQ0RERGRTzf6yVY3HHnsMJ06cwKxZsxATEwO5XI7g4GDEx8djyZIlOH78ODp1suwBv0RERERERLcLl595XL9+vc6lqdaKjo7G8uXLsXz58iYZj4iIiIiI6HbBmUcnwgVziIiIiIjIWbF4dCLJyck4ffo0srKyHB0KERERERGRFpe/bJWIyFEKwttg3uIduBna0tGhEBEREdkci0ciIivVeHrheqsoR4dBREREZBe8bJWIyEqtSq7j2f9dgLCiy44OhYiIiMjmWDw6ES6YQ+Ra/Csr0PfId5BXlDk6FCIiIiKbY/HoRLhgDhEREREROSsWj0RERERERGQSF8xxQkIIAIBCoXBwJEB5eTmUSiVqqurgUVluUd/a6kqIujrUVCmhsqBvc+9XBwGltxKqygrUws1p43SWfo09Zl2dGkqlbr7NOV61qgoKAFXVlWYd11Vyast++t7fzhinsxyzKfople5mv79d8fycrZ/We7wR77WaKiXUtbUoKyuz6PNAWVkZ1LW1Fh/T2uM5Wk1NDZRKJRQKBTw9PQ22s3deXOV4lh7T3Hw7E1f+N6HJd1lZ/e0xmhrBkdyEM0RBWi5duoSoKK7gSERERERE9QoLCxEZGenQGFg8OqG6ujpcuXIFAQEBcHMzbybEVhQKBaKiolBYWIjAwECHxtJcMOf2xXzbF/NtX8y3/THn9sV82xfzbV+afBcUFMDNzQ0RERFwd3fsXYe8bNUJubu7O/yvCn8VGBjIXxJ2xpzbF/NtX8y3fTHf9sec2xfzbV/Mt30FBQU5Tb65YA4RERERERGZxOKRiIiIiIiITGLxSEZ5e3sjJSUF3t7ejg6l2WDO7Yv5ti/m276Yb/tjzu2L+bYv5tu+nDHfXDCHiIiIiIiITOLMIxEREREREZnE4pGIiIiIiIhMYvFIREREREREJrF4JCIiIiIiIpNYPJJBBQUFmDNnDuLi4uDn54fQ0FD06dMH77zzDpRKpaPDc6jr16/j66+/xoIFC/Doo48iLCwMbm5ucHNzw8SJEy0e77vvvsOoUaMQGRkJb29vREZGYtSoUfjuu+/MHkOpVGLZsmXo06cPQkND4e/vj7i4OMyZMwcFBQUWx+RMfvnlF7z11lt49NFHERUVBW9vb/j7+yMmJgYTJ07EoUOHLBqP+TZOoVBgy5YtmD17NhISEtCpUycEBQXBy8sLLVu2xAMPPIClS5fixo0bZo3HfFtv7ty50u8WNzc3HDhwwGQf5tu0hjk19vXAAw+YHIv5tkxxcTGWLl2Kfv364Y477oC3tzciIiJwzz334JVXXkFmZqbJMZhz4x544AGz3+Pm/G5hvs2nUqnw0Ucf4ZFHHkHr1q2lzytdunTB5MmTceTIEbPGceqcCyI9vv76axEUFCQA6P3q0qWLOH/+vKPDdBhDeQEgkpKSzB6nrq5OTJs2zeh406ZNE3V1dUbHyc3NFV26dDE4RlBQkNi1a1cjz9ox7r//fqP50XyNHz9eVFdXGx2L+TbPnj17zMp5WFiY+O677wyOw3w3TnZ2tpDJZFrnun//foPtmW/zmfP+BiASEhIMjsF8W27btm2iRYsWRnM2fPhwg/2Zc/MkJCSY/R4HINzd3cWlS5d0xmG+LVNQUCC6d+9uMt+zZs0ymDNXyDmLR9KRnZ0t5HK5ACD8/f3Fm2++KTIyMsQPP/wgpk6dKr3xYmNjRVlZmaPDdYiG/wCjoqLE4MGDpe8tKR7nz58v9evVq5fYvHmzOHr0qNi8ebPo1auXtO+1114zOEZZWZmIjY2V2k6dOlX88MMPIiMjQ7z55pvC399fABByuVz8+uuvTXD29tWxY0cBQERERIiZM2eK7du3i6NHj4rMzEyxfPly0aZNG+ncx4wZY3Qs5ts8e/bsEVFRUWLChAli5cqV4rPPPhOZmZni8OHDYuvWreKpp54SHh4eAoDw8vIyeJ7Mt/XUarXo3bu3ACBatmwpnb+x4pH5Np/m/J577jlx8uRJg18XLlwwOAbzbZkNGzYId3d36T2dkpIi9uzZI37++Wexa9cu8a9//UskJiaKJ5980uAYzLl5Lly4YPR9ffLkSbF161YpB4mJiXrHYb7NV1NTo1U43nXXXWL9+vUiMzNT7N69WyxYsED4+flJ+5cuXap3HFfIOYtH0vHAAw8IAEImk4mMjAyd/UuXLpXekIsWLXJAhI63YMECsXPnTnH16lUhhBB5eXkWF4/nzp2TZhXi4+OFUqnU2l9RUSHi4+Oln0Vubq7ecVJSUoz+MsrIyJCOM3DgQMtO1AkMHTpUbN26VdTW1urdX1RUJGJiYqQc/Pjjj3rbMd/mM5Trhj7//HMpD6NGjdLZz3w3znvvvSf9kW7evHkmi0fm2zKac0xJSbGqP/NtmdOnTwtvb28BQAwYMEDcunXLYFtDV5Aw501r7ty5Uh4+/vhjnf3Mt2W2b98unWffvn31/j967Ngx4enpKQCIkJAQUVNTo7XfVXLO4pG0HD16VHrDTZ8+XW8btVot4uLipDe/SqWyc5TOx5ri8fnnn5f6ZGZm6m2TmZkptZkxY4bOfpVKJYKDgwUAERcXJ9Rqtd5xpk+fLo1z7Ngxs8/LVezcuVM6vxdffFFvG+a76Wn+shkWFqazj/m2XkFBgfSX4f3792t9EDBUPDLflmls8ch8W+bBBx+UflcUFRVZNQZz3nTUarV01Y6/v7+oqKjQacN8W2bWrFnSOXz11VcG240cOVJqd/LkSa19rpJzFo+kpeF0+ZEjRwy2e/vtt6V2u3fvtmOEzsnS4rGurk76xR0bG2u0reaa9cjISJ1r3Hfv3i0dd/HixQbHaPjLZv78+WadkyspKyuTzm/o0KE6+5lv27j77rulDx8NMd+NM2zYMK3fJaaKR+bbco0pHplvy+Tk5EjxL1y40KoxmPOm1TAPEydO1NnPfFsuOTlZOodTp04ZbDdnzhy9RZsr5ZyrrZIWzaqVfn5+uPvuuw22S0hIkLbT09NtHtftJi8vD5cvXwagnUt9NPsvXbqEixcvau1ruMqosXHi4+Ph5+cH4Pb8ealUKmnb3V331xrz3fRycnKQnZ0NAIiNjdXax3xbb9u2bfj6668RGhqKZcuWmdWH+bYv5tsyn376qbT91FNPSdslJSU4d+6cWas2M+dNa+PGjdL2hAkTdPYz35aLiYmRti9cuGCw3fnz5wHUr/jcuXNn6XVXyjmLR9KSk5MDAOjUqRNkMpnBdg0/LGr6kPka5uyvH7z/yliuzR1HJpOhY8eOese4HRw8eFDa1pcH5rtpKJVKnDt3DsuXL8fAgQOhVqsBADNnztRqx3xb59atW1IulyxZgvDwcLP6Md/W+/TTT9GlSxf4+voiICAAnTt3RlJSEvbv32+wD/NtGc2jCYKCghAXF4f/+7//Q48ePRAaGoqYmBiEhYWhQ4cOWLRoEcrLy/WOwZw3nfLycnz++ecAgLZt2+p9HA3zbbkxY8YgMDAQQP3vb83/jw0dP34cu3btAgCMHj1aag+4Vs5ZPJKkqqoKxcXFAIDIyEijbUNCQqS/WBQWFto8tttNw5yZynVUVJTefg2/9/PzQ3BwsFnjFBUVobq62pJwnVpdXR0WL14sff/000/rtGG+rbd+/XrpOWB+fn6IiYnB7Nmzce3aNQDAnDlzMHbsWK0+zLd15s6di6tXr+K+++7DlClTzO7HfFvv9OnT+P3331FVVYXy8nLk5uZi48aNGDRoEEaOHInS0lKdPsy3ZU6fPg0AaNeuHV544QWMGzcOJ06c0GqTl5eHhQsXom/fvrhy5YrOGMx509mxYwcqKioAAOPHj4ebm5tOG+bbcuHh4Vi/fj18fX1x+PBh9O7dGxs3bsSRI0ewd+9eLFq0CAkJCVCpVOjZsyeWL1+u1d+Vcs7ikSRlZWXStr+/v8n2muLR0F8KyTBLcq3JM6Cba804lvy89I3jyt577z0cPXoUADBy5EjEx8frtGG+m17Pnj1x5MgRLFu2TOfDB/NtufT0dKxduxYymQwffPCB3g90hjDflpPL5Rg9ejTWrFmDQ4cO4fjx49i9ezdee+01tGjRAgDwxRdfYPjw4aipqdHqy3xb5ubNmwCAM2fOIDU1FcHBwfjggw9w/fp1VFVVISsrC48++igA4NSpU3jqqadQV1enNQZz3nRMXbIKMN/WGjlyJI4dO4YpU6YgOzsbSUlJ6Nu3LxITE7Fw4ULI5XIsX74c6enpuOOOO7T6ulLODV+XSM1OVVWVtO3l5WWyvbe3NwCgsrLSZjHdrizJtSbPgG6uNeNY8vPSN46rOnjwIF599VUAQMuWLbF69Wq97Zhv640YMUIqyCsrK3H+/Hls27YNn3/+OcaOHYsVK1Zg2LBhWn2Yb8uoVCpMmzYNQgjMmjUL3bt3t6g/8225y5cv6/2rfGJiIl544QU8+uijOH78OA4ePIjVq1fjxRdflNow35bRzHJVV1fDw8MD3377Le69915pf3x8PL7++msMGzYM3377LTIyMvDZZ5/hySeflNow503j0qVLOHDgAADg3nvv1bpPryHm2zo1NTXYtGkTdu7cCSGEzv5r165h8+bNiImJwdChQ7X2uVLOOfNIEh8fH2m74QIkhmimuH19fW0W0+3Kklw3vJTgr7nWjGPJz0vfOK7ot99+w8iRI1FbWwtvb29s27YNrVq10tuW+bZecHAwunXrhm7duqF3794YPXo0PvvsM2zcuBEXLlzA8OHDsX79eq0+zLdl3nrrLeTk5KBt27ZISUmxuD/zbTljl3O1atUK27dvlz58rVq1Sms/822Zhvl66qmntApHDXd3d60FojZv3mxwDObcep988ok0q5uUlGSwHfNtuYqKCjz00EN48803cePGDcydOxc5OTmorq5GaWkpdu/ejf79+yMrKwuPPfYYVq5cqdXflXLO4pEkAQEB0rY509eavyaaMzVO2izJtSbPgG6uNeNY8vPSN46rycvLw+DBg1FSUgIPDw9s3rzZ6KpizHfTGz9+vHR52YwZM1BSUiLtY77Nd+bMGbz99tsA6ouUhpcRmYv5bnodOnRAYmIiACA3N1frPjzm2zIN86W5PFWfO++8E23atAEAZGVlGRyDObfexx9/DKB+xumZZ54x2I75tlxKSgp+/PFHAMBHH32EJUuWIDY2Fl5eXggMDERiYiL279+PgQMHQgiBl19+WeveX1fKOYtHkvj4+CAsLAxA/aUNxpSUlEhvuoY37pJ5Gt4MbSrXDW+G/muuNeNUVFTg1q1bZo0THh6udamCq7ly5QoeeughXLlyBW5ubli3bh1GjhxptA/zbRvDhw8HUJ+Pb7/9Vnqd+Tbfe++9B5VKhQ4dOkCpVGLLli06X6dOnZLa79u3T3pd8zuY+baNrl27StuaJfQB5ttSDc/b3IVArl+/rvU6c954x44dkxYvGjZsGEJCQgy2Zb4tI4RAWloagPpHdhia1ZXJZHjjjTcA1C/2p+kDuFbOWTySlri4OAD1f2mtra012O7MmTM6fch8DT+UNMylPsZybe44tbW10rOFXPnnVVxcjMTEROkZSqtWrTJ4w39DzLdtNHyURH5+vrTNfJtPc9nQhQsXMGbMGL1fO3bskNq/8cYb0utFRUUAmG9b0XfPEsB8W+rOO++UtvU9vqAhzf6/PiqMOW+8hgvlGLtkFWC+LXXt2jVpYahevXoZbdvwGeoNc+JKOWfxSFr69+8PoP4vFj///LPBdg2fq9evXz+bx3W7ad++PSIiIgBo51IfzWUQbdq0Qbt27bT2aX5epsY5duyYNEvhqj+v0tJSPPzww9JfThcvXozk5GSz+jLfttFwNqbhJS/Mt30x37ah+V0DQMovwHxb6v7775e2NR9WDdH8YVBz+aoGc944NTU12LJlC4D6P/oZu3wYYL4t1fCPHcYmXgBord7csJ9L5VwQNfDTTz8JAAKAmD59ut42arVaxMXFCQAiODhYqFQqO0fpfPLy8qS8JSUlmdXnueeek/pkZmbqbZOZmSm1ef7553X2V1dXi6CgIAFAxMXFibq6Or3jTJ8+XRrn6NGjZp+Xs6ioqBD9+vWTzuG1116zeAzmu+kNGTJEOs/9+/dr7WO+m05KSorBPGsw303r/PnzwtPTUwAQHTp00NnPfJuvuLhYymViYqLBdgcOHJDOc8qUKTr7mXPrffnll9L5zJw506w+zLf51Gq1CAwMFABERESEqKmpMdh2586d0rm+8MILWvtcJecsHknHgAEDBAAhk8lERkaGzv6lS5dKb7iUlBT7B+iErCkez549K2QymQAg4uPjhVKp1NqvVCpFfHy89LP4/fff9Y7z+uuvS8deunSpzv6MjAzpOAkJCZaemsNVV1eLwYMHW/wf318x3+ZLS0sTlZWVRtssX75cykO7du10/rNkvpuOOcUj822+r776yuiHu6tXr4pevXpJeXj33Xd12jDflmn4oXjz5s06+xUKhejZs6fRD7PMufWeeOIJ6Zx//vlns/ow35YZM2aMdJ4LFy7U2+bmzZuia9euUrvvv/9ea7+r5JzFI+n45ZdfhK+vrwAg/P39xVtvvSUyMzPFvn37xLRp06Q3ZExMjFAoFI4O1yEOHTok0tLSpK9ly5ZJeenXr5/WvrS0NIPjvPrqq1K/Xr16iS1btoisrCyxZcsWrQ8v8+bNMziGQqEQMTExUttp06aJffv2iczMTPHWW28Jf39/AUD4+vqK48ePN30ybGzUqFHSuQ0aNEicOHFCnDx50uDX2bNnDY7FfJsnOjpahIaGiqlTp4oNGzaI9PR0kZ2dLQ4dOiTef/99rVlgLy8vsWfPHr3jMN9Nw5ziUQjm21zR0dEiIiJCvPDCC2LTpk0iIyNDHD9+XOzZs0e89tprokWLFtL59+/fX1RVVekdh/k23/Xr10Xbtm2lD70zZswQ+/btE8eOHRNpaWkiNjZWysFzzz1ncBzm3HI3b94U3t7eAoDo1q2bRX2Zb/Pl5OQIuVwunedjjz0mtm/fLn755ReRkZEhli9fLv0bACAefPBBveO4Qs5ZPJJeX331lTQFr+8rJiZGnDt3ztFhOkxSUpLB3Oj7MkStVovJkycb7TtlyhShVquNxnPu3DnRuXNng2MEBgaKnTt3NnUa7MKSPAMQ0dHRBsdivs0THR1tVq4jIyPF7t27DY7DfDcNc4tH5ts85r6/n3jiCVFSUmJwHObbMqdPnxadOnUymq/JkycbvRWGObfc6tWrpfPSNwtlDPNtmT179oiwsDCTv1sGDRokbt68qXcMV8g5i0cy6OLFi2LWrFkiJiZGyOVyERwcLOLj48WSJUtERUWFo8NzqKYqHjV27dolhg8fLiIiIoSXl5eIiIgQw4cPF998843ZMZWXl4slS5aI+Ph4ERwcLORyuejSpYuYNWuWuHjxYmNO16EsyTNgvHjUYL6Ny83NFR988IF45plnxF133SVatWolZDKZ8Pf3Fx07dhRPPPGESEtLM/v3APPdOOYWjxrMt3EHDhwQixYtEo888oiIiYkRoaGhQiaTieDgYNG9e3cxffp0vbdsGMJ8m6+8vFwsW7ZM3HPPPSI0NFR4eXmJyMhI8cwzz4h9+/aZPQ5zbr777rtPABAeHh7i8uXLVo3BfJuvuLhYLFmyRDzwwAMiPDxceHp6Cl9fX9G+fXvx9NNPiy+++MLgfYgNOXPO3YQwsBY1ERERERER0Z/4qA4iIiIiIiIyicUjERERERERmcTikYiIiIiIiExi8UhEREREREQmsXgkIiIiIiIik1g8EhERERERkUksHomIiIiIiMgkFo9ERERERERkEotHIiIiIiIiMonFIxEREREREZnE4pGIiIiIiIhMYvFIREREREREJrF4JCIihystLUVqaiqGDBmCdu3aQS6XIygoCDExMRg7diy2bt0KtVrt6DCJiIiaNTchhHB0EERE1HytXbsWr776Km7cuGG0XdeuXfG///u/6N+/v50iIyIiooZYPBIRkcO88soreOeddwAAMpkMo0ePxuOPP47o6GioVCqcPXsWmzdvxg8//AAA8Pb2xieffIInn3zSkWETERE1SyweiYjIIVJTUzFjxgwAQFRUFHbu3IkePXrobbt161ZMmDABKpUKXl5e+Omnn9CzZ087RktEREQsHomIyO7y8/MRGxuLqqoq+Pv74/jx4+jUqZPRPlu2bMGYMWMAAN26dcOJEyfg5uZmj3CJiIgIXDCHiIgcYMWKFaiqqgIApKSkmCwcAWD06NEYOnQoAODUqVP4+uuv9barq6vD5s2b8cQTT6Bt27bw9fVFixYt0KNHD0yePBnfffcdamtrDR7n8OHDePbZZ9GlSxcEBgbC398fsbGxGDFiBDZu3AiFQqHVfv369XBzc4ObmxsuXrxocNyLFy9K7davX6+zf+LEiXBzc0O7du0AAJcvX8bLL7+MmJgYyOVyhIeHY8iQIfj222+N5qmiogJbt27Fs88+i549eyIoKAienp4IDw9HQkIC3nnnHZSXlxsdQxPnwoULAQBZWVkYM2YMIiMj4e3tjTZt2mD8+PHIyckxOo7GqVOn8MILL6B79+4ICQmBXC5Hp06d8Mgjj2D16tUoKiqS2r788stwc3ODTCbD5cuXTY599913w83NDV26dDErFiIiagRBRERkR3V1dSI0NFQAEL6+vuLWrVtm9/3+++8FAAFAjBw5Umd/Xl6e6Nmzp9TG0Nf+/ft1+iqVSjFmzBiTfVNSUrT6paWlSfvy8vIMxp6Xlye1S0tL09mflJQkAIjo6GiRlZUlWrZsaTCGmTNnGjxOQkKCyXNo3769yMnJMThGw3NdtWqVkMlkeseRy+Xi4MGDBsepra0Vs2bNEu7u7kbjSUpKkvr89ttv0utvv/22wbGFEOLXX381uy0RETWerOnKUCIiItN+++033Lx5EwBw//33IygoyOy+Dz74IORyOZRKJdLT07X2Xbt2Df369cOVK1cAAIMGDUJSUhJiY2Ph5uaGvLw87Nu3D59++qnOuHV1dRg+fDj27NkDAOjcuTOef/55xMfHQy6X448//kBGRga2bdtm7WmbTalU4qmnnkJpaSleffVVDBkyBN7e3vjpp5/w9ttv448//sDKlSvRtm1bvPzyyzr9a2tr0b17dzz++OOIj49HREQEhBDIz8/H559/jm3btiEvLw8jRoxAdnY2fHx8DMby/fff46effsJdd92FmTNnonv37qisrMTnn3+OlStXQqlUYvz48Th37hy8vLx0+k+bNg3r1q0DALRu3RozZszAfffdh6CgIBQVFeHo0aPYvn27Vp+uXbuib9++yMzMRFpaGl599VWD8aWlpQEAPDw8kJSUZFZ+iYioERxdvRIRUfPyySefSLNF8+bNs7h/3759pf6XL1+WXh8xYoT0+pIlSwz2Ly8vFzdv3tR6bcWKFVozmlVVVXr7qtVqrWMK0fQzjwCEp6en3hm9y5cvi8jISGnW79q1azptfv/9d4MxCCHEnj17pJnAtWvX6m2DBrOCQ4YMEdXV1Tpt/vnPf0ptPvvsM539X3zxhbS/b9++oqSkxGBMhYWFWt+vW7dO6nv48GG9fVQqlQgPDxcAxLBhw4ycMRERNRXe80hERHZVXFwsbd9xxx0W92/VqpW0rXk25JkzZ/Dll18CAIYPH465c+ca7O/n54eQkBDp+7q6OixbtgwA0KZNG2zcuBHe3t56+7q7uyMiIsLimC01ffp03H///TqvR0RE4N133wVQP0O5YcMGnTadO3c2OvZDDz2Exx9/HADwxRdfGG3r4+ODtLQ0vbOKL774ovT6oUOHdPYvXrwYACCXy/Hpp58iODjY4HEiIyO1vn/66acRGBgI4D+zi3+1c+dO6V7JyZMnGz0PIiJqGiweiYjIrsrKyqRtPz8/i/s37KNZvOabb76B+HPx8FmzZlk0XnZ2trQwy9SpU+Hv729xTE1t0qRJBveNHDlSKsT27t1rcqyioiKcO3cOp06dkr7Cw8MBAL/++qvRvomJiWjZsqXefQEBAVKheuHCBa19N27cwE8//QSgvhBs06aNyTgb8vPzw+jRowHUP6ZFqVTqtNEUleHh4Rg2bJhF4xMRkXVYPBIRkV0FBARI26ZW/dSnYR/N7NTx48cBAJ6enrj33nstGk/TF4De2T578/Lywl133WVwv6enJ3r16gWgfhVTfQ4fPoxnnnkGLVq0QMuWLRETE4Pu3btLX2vWrAGgPQusT2xsrNH9oaGhALT/IADUF+SaYt7anD777LPS2Dt27NDad/XqVXz33XcAgPHjx8PT09OqYxARkWVYPBIRkV21aNFC2r569arF/a9du6YzlqYICg0NNXjJqSENC6jWrVtbHE9TCw0NhUxmfD07zaW7moWHGlq4cCH69++Pbdu26d3fUGVlpdH9crnc6H539/qPEWq1Wuv1pshp79690aNHDwC6l65u3LhRetwKL1klIrIfFo9ERGRXmoIA0J71M4darcaJEycA1F+u+Nf7D93c3BoVW2P7NwVzYtDM6v3VDz/8gEWLFgEAOnTogPfffx8nTpzArVu3UFtbCyEEhBB4/fXXmzRmYxqTU83s44EDB5CXlye9rnlO5j333IM777yzUfEREZH5WDwSEZFddevWTbrc8ccff0RpaanZfffu3Svd/9a/f3/p9bCwMAD199qpVCqL4tH0BSA95sMSmtk3oH7xHUMqKirMGu/GjRs6M3l/df36dQD/uWxUQ3M5anBwMDIzM/Hcc8+he/fuCAoKgoeHh9SupKTErFis1dicaowbNw4+Pj4QQkiLAx05cgQ5OTkAOOtIRGRvLB6JiMiu3NzcMH78eAD1l01qCh5zrFq1StqeOHGitP23v/0NAFBTU4PMzEyL4tH0BeqLWUs1vIfTWFF29uxZs8ZTqVRGF7Kpra1FdnY2gPpCvKHffvsNQP0zLg0tdAMAx44dMysWa/Xq1UuacbQmpxrBwcF44oknANTPNgohpOdGyuVyaVEdIiKyDxaPRERkdzNnzpTuTVy0aBFyc3NN9tmyZQt27doFoP5B8g1X2Bw6dKhUrLz33nsWxdKjRw9ERUUBANauXWvxIj7t27eXto0VZZs2bTJ7TH2P4ND4/PPPpSL1oYce0tqnuQ9Q3+qkGtnZ2Thy5IjZsVgjNDQU9913HwBg27ZtjZp9nDp1KgAgPz8fu3btwtatWwEATz75pLRgEhER2QeLRyIisrv27dtj6dKlAOpXT33wwQeNzrZt27YNSUlJAOpXI/3444+1LheNiYnByJEjAQBffvml9NxGfSoqKrRmCN3d3fHKK68AAC5duoQJEyYYvPS1rq5OpxBqeBnuv//9b1RXV+v027x5s86KocasXr0a6enpOq9fvXoVc+bMAVA/86bJiYbm0Rnp6ek6j88A6h/bMW7cOLPjaIz//u//BlBfyD711FNGL0++dOmSwX0JCQnSeU2dOlV6PAsvWSUisj8Wj0RE5BAvvvgiZs6cCQAoKChAfHw8JkyYgO3btyMrKwsZGRlYt24dHnroITzzzDNQqVTw8vLCxo0btS411Xj//felBXTmzp2LBx98EB9//DGysrJw7NgxbN++HTNmzEB0dLROoZqcnIzExEQA9TN73bt3x8qVK3H48GEcP34c3377LVJSUhAbG4sPP/xQq69MJsO0adMA1D86Y9CgQfjyyy+lfpMnT8a4cePQt29fs/KiWQgoMTER8+fPR3p6OrKyspCamoq7774bBQUFAIA33nhD59LUCRMmAKgvyBMSEvDvf/8bmZmZyMjIwDvvvIMePXrg9OnTZsfSGI899himTJkCAMjIyEDXrl3x9ttv48cff0R2djb27t2LxYsX429/+xv+8Y9/GB1LM45mdd6OHTs6xWNViIiaHUFERORAq1evFqGhoQKA0a/Y2Fhx4MABo2OdP39edOvWzeRY+/fv1+lbUVEhnnzySZN9U1JS9Pa99957DfZJSEgQJ0+elL5PS0vTGSMpKUkAENHR0SIrK0uEhYUZHO/FF180mINJkyYZ7Ofh4SFWrFghUlJSpNf0MXauDSUkJEjnp09tba2YMWOGcHNzM5rTpKQko8e5evWqkMlkUvs333zTaHsiIrINzjwSEZFD/dd//RfOnz+PVatW4ZFHHkFUVBR8fHzg7++Pjh07YvTo0di8eTNOnjyJhIQEo2N16NAB2dnZWL9+PYYOHYrWrVvDy8sLYWFh6NGjB6ZOnYq9e/fqnbWSy+X49NNPsW/fPowfPx7t27eHr68vAgICEBsbi1GjRmHTpk3SJa5/7btv3z68+eab6N69O3x9fREYGIjevXvj3//+N3744Qf4+/ubnZP4+Hj88ssvePHFF9GxY0f4+PigRYsWeOSRR/DNN99g5cqVBvuuW7cOH3/8MQYMGICAgAB4e3sjOjoa48ePR0ZGhjTbaw8eHh5YtWoVjh07hmnTpiEmJgZ+fn6Qy+Xo3LkzhgwZgjVr1pi8T7VVq1bSzLCHh4fO5bpERGQfbkIYeFgUERER2c3EiROxYcMGREdH4+LFi44Ox6kIIdCuXTsUFBTg0UcfxTfffOPokIiImiXOPBIREZFT27t3r3Svp+b+RyIisj8Wj0REROTUNKvntm7dGo8//riDoyEiar5kjg6AiIiIqKGysjJcu3YNCoUCGzZswJ49ewAAs2fPhqenp4OjIyJqvlg8EhERkVPZsWMHJk2apPVaz5498cILLzgoIiIiAnjZKhERETkpd3d3REdHY8aMGdi7dy+8vLwcHRIRUbPG1VaJiIiIiIjIJM48EhERERERkUksHomIiIiIiMgkFo9ERERERERkEotHIiIiIiIiMonFIxEREREREZnE4pGIiIiIiIhMYvFIREREREREJrF4JCIiIiIiIpP+H0BbLwpO0i7qAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "occupancy_variables = ['md_occupancies', 'sg_occupancies', 't3_occupancies', 't5_occupancies']\n", + "percents = [99.99, 99.9, 99.9, 99.99]\n", + "compute_occupancies(branches, occupancy_variables, occ_percentiles=percents, plot=False) # To print\n", + "compute_occupancies(branches, occupancy_variables, occ_percentiles=percents, plot=True) # To plot" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "analysisenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/RecoTracker/LSTCore/standalone/bin/sdl.cc b/RecoTracker/LSTCore/standalone/bin/sdl.cc index ce1b0f12461ed..af741ca38c050 100644 --- a/RecoTracker/LSTCore/standalone/bin/sdl.cc +++ b/RecoTracker/LSTCore/standalone/bin/sdl.cc @@ -50,6 +50,8 @@ int main(int argc, char **argv) { cxxopts::value()->default_value("trackingNtuple/tree"))( "o,output", "Output file name", cxxopts::value())( "N,nmatch", "N match for MTV-like matching", cxxopts::value()->default_value("9"))( + "f,fmatch", "hit matching fraction for RECO-SIM matching", cxxopts::value()->default_value("0.75"))( + "p,ptCut", "Min pT cut In GeV", cxxopts::value()->default_value("0.8"))( "n,nevents", "N events to loop over", cxxopts::value()->default_value("-1"))( "x,event_index", "specific event index to process", cxxopts::value()->default_value("-1"))( "g,pdg_id", "The simhit pdgId match option", cxxopts::value()->default_value("0"))( @@ -58,8 +60,9 @@ int main(int argc, char **argv) { cxxopts::value()->default_value("0"))( "w,write_ntuple", "Write Ntuple", cxxopts::value()->default_value("1"))( "s,streams", "Set number of streams", cxxopts::value()->default_value("1"))( - "d,debug", "Run debug job. i.e. overrides output option to 'debug.root' and 'recreate's the file.")( - "l,lower_level", "write lower level objects ntuple results")("G,gnn_ntuple", "write gnn input variable ntuple")( + "d,debug", "Run debug job, i.e. overrides output option to 'debug.root' and 'recreate's the file.")( + "O,optional_output", "Write optional objects ntuple results"( + "l,lower_level", "Write lower level objects ntuple results")( "j,nsplit_jobs", "Enable splitting jobs by N blocks (--job_index must be set)", cxxopts::value())( "I,job_index", "job_index of split jobs (--nsplit_jobs must be set. index starts from 0. i.e. 0, 1, 2, 3, etc...)", @@ -142,10 +145,18 @@ int main(int argc, char **argv) { } } + //_______________________________________________________________________________ + // --ptCut + ana.ptCut = result["ptCut"].as(); + //_______________________________________________________________________________ // --nmatch ana.nmatch_threshold = result["nmatch"].as(); + //_______________________________________________________________________________ + // --fmatch + ana.fmatch_threshold = result["fmatch"].as(); + //_______________________________________________________________________________ // --nevents ana.n_events = result["nevents"].as(); @@ -222,25 +233,30 @@ int main(int argc, char **argv) { // --optimization //_______________________________________________________________________________ - // --lower_level - if (result.count("lower_level")) { - ana.do_lower_level = true; + // --optional_output + if (result.count("optional_output")) { + ana.do_optional_output = true; + if (not ana.do_write_ntuple) { + std::cout << options.help() << std::endl; + std::cout << "ERROR: option string --write_ntuple 1 and --optional_output must be set at the same time!" + << std::endl; + exit(1); + } } else { - ana.do_lower_level = false; + ana.do_optional_output = false; } //_______________________________________________________________________________ - // --gnn_ntuple - if (result.count("gnn_ntuple")) { - ana.gnn_ntuple = true; - // If one is not provided then throw error + // --lower_level + if (result.count("lower_level")) { + ana.do_lower_level = true; if (not ana.do_write_ntuple) { std::cout << options.help() << std::endl; - std::cout << "ERROR: option string --write_ntuple 1 and --gnn_ntuple must be set at the same time!" << std::endl; + std::cout << "ERROR: option string --write_ntuple 1 and --lower_level must be set at the same time!" << std::endl; exit(1); } } else { - ana.gnn_ntuple = false; + ana.do_lower_level = false; } //_______________________________________________________________________________ @@ -266,7 +282,9 @@ int main(int argc, char **argv) { std::cout << " ana.mode: " << ana.mode << std::endl; std::cout << " ana.streams: " << ana.streams << std::endl; std::cout << " ana.verbose: " << ana.verbose << std::endl; + std::cout << " ana.ptCut: " << ana.ptCut << std::endl; std::cout << " ana.nmatch_threshold: " << ana.nmatch_threshold << std::endl; + std::cout << " ana.fmatch_threshold: " << ana.fmatch_threshold << std::endl; std::cout << " ana.tc_pls_triplets: " << ana.tc_pls_triplets << std::endl; std::cout << " ana.no_pls_dupclean: " << ana.no_pls_dupclean << std::endl; std::cout << "=========================================================" << std::endl; @@ -305,14 +323,16 @@ void run_sdl() { // Load various maps used in the SDL reconstruction TStopwatch full_timer; full_timer.Start(); - auto hostESData = SDL::loadAndFillESHost(); - auto deviceESData = SDL::loadAndFillESDevice(queues[0], hostESData.get()); + // Determine which maps to use based on given pt cut for standalone. + std::string ptCutString = (ana.ptCut >= 0.8) ? "0.8" : "0.6"; + auto hostESData = SDL::loadAndFillESHost(ptCutString); + auto deviceESData = SDL::loadAndFillESDevice(queues[0], hostESData.get(), ptCutString); float timeForMapLoading = full_timer.RealTime() * 1000; if (ana.do_write_ntuple) { createOutputBranches(); - if (ana.gnn_ntuple) { - createGnnNtupleBranches(); + if (ana.do_lower_level) { + createLowLevelBranches(); } } @@ -384,7 +404,7 @@ void run_sdl() { full_timer.Start(); std::vector *> events; for (int s = 0; s < ana.streams; s++) { - SDL::Event *event = new SDL::Event(ana.verbose >= 2, queues[s], deviceESData.get()); + SDL::Event *event = new SDL::Event(ana.verbose >= 2, ana.ptCut, queues[s], deviceESData.get()); events.push_back(event); } float timeForEventCreation = full_timer.RealTime() * 1000; diff --git a/RecoTracker/LSTCore/standalone/bin/sdl_make_tracklooper b/RecoTracker/LSTCore/standalone/bin/sdl_make_tracklooper index ae4678ec18892..ca510e2cc3d48 100755 --- a/RecoTracker/LSTCore/standalone/bin/sdl_make_tracklooper +++ b/RecoTracker/LSTCore/standalone/bin/sdl_make_tracklooper @@ -29,7 +29,6 @@ usage() echo " -G GPU (CUDA) backend (Compile for CUDA)" echo " -R ROCm backend (Compile for ROCm)" echo " -A All backends (Compile for all backends, including ROCm)" - echo " -P PT Cut Value (In GeV, Default is 0.8, Works only for standalone version of code)" echo " -w Warning mode (Print extra warning outputs)" echo exit @@ -49,7 +48,6 @@ while getopts ":cxgsmdp3NCGRA2ehwP:" OPTION; do R) ROCMBACKEND=true;; A) ALLBACKENDS=true;; w) PRINTWARNINGS=true;; - P) PTCUTVALUE=$OPTARG;; h) usage;; :) usage;; esac @@ -67,7 +65,6 @@ if [ -z ${CUDABACKEND} ]; then CUDABACKEND=false; fi if [ -z ${ROCMBACKEND} ]; then ROCMBACKEND=false; fi if [ -z ${ALLBACKENDS} ]; then ALLBACKENDS=false; fi if [ -z ${PRINTWARNINGS} ]; then PRINTWARNINGS=false; fi -if [ -z ${PTCUTVALUE} ]; then PTCUTVALUE=0.8; fi # Default to only CPU and CUDA backends if [ "${CPUBACKEND}" == false ] && [ "${CUDABACKEND}" == false ] && [ "${ROCMBACKEND}" == false ]; then @@ -106,7 +103,6 @@ echo " CPUBACKEND : ${CPUBACKEND}" | tee -a ${LOG} echo " CUDABACKEND : ${CUDABACKEND}" | tee -a ${LOG} echo " ROCMBACKEND : ${ROCMBACKEND}" | tee -a ${LOG} echo " PRINTWARNINGS : ${PRINTWARNINGS}" | tee -a ${LOG} -echo " PTCUTVALUE : ${PTCUTVALUE} GeV" | tee -a ${LOG} echo "" | tee -a ${LOG} echo " (cf. Run > sh $(basename $0) -h to see all options)" | tee -a ${LOG} echo "" | tee -a ${LOG} @@ -173,8 +169,6 @@ if $PRINTWARNINGS; then PRINTWARNINGSOPT="LSTWARNINGSFLAG=-DWarnings" fi -PTCUTOPT="PTCUTFLAG=-DPT_CUT=${PTCUTVALUE}" - ### ### ### Making Line Segment Tracking Library @@ -187,9 +181,9 @@ echo "-------------------------------------------------------------------------- echo "---------------------------------------------------------------------------------------------" >> ${LOG} 2>&1 echo "---------------------------------------------------------------------------------------------" >> ${LOG} 2>&1 if $SHOWLOG; then - (cd SDL && make clean && make ${T5CUTOPT} ${BACKENDOPT} ${PRINTWARNINGSOPT} ${PTCUTOPT} -j 32 ${MAKETARGET} && cd -) 2>&1 | tee -a ${LOG} + (cd SDL && make clean && make ${T5CUTOPT} ${BACKENDOPT} ${PRINTWARNINGSOPT} -j 32 ${MAKETARGET} && cd -) 2>&1 | tee -a ${LOG} else - (cd SDL && make clean && make ${T5CUTOPT} ${BACKENDOPT} ${PRINTWARNINGSOPT} ${PTCUTOPT} -j 32 ${MAKETARGET} && cd -) >> ${LOG} 2>&1 + (cd SDL && make clean && make ${T5CUTOPT} ${BACKENDOPT} ${PRINTWARNINGSOPT} -j 32 ${MAKETARGET} && cd -) >> ${LOG} 2>&1 fi if ([[ "$BACKENDOPT" == *"all"* ]] || [[ "$BACKENDOPT" == *"cpu"* ]]) && [ ! -f SDL/libsdl_cpu.so ]; then @@ -224,9 +218,9 @@ echo "-------------------------------------------------------------------------- echo "---------------------------------------------------------------------------------------------" >> ${LOG} 2>&1 echo "---------------------------------------------------------------------------------------------" >> ${LOG} 2>&1 if $SHOWLOG; then - make EXES="${EXES}" ${TRACKLOOPERTARGET} ${PTCUTOPT} -j 2>&1 | tee -a ${LOG} + make EXES="${EXES}" ${TRACKLOOPERTARGET} -j 2>&1 | tee -a ${LOG} else - make EXES="${EXES}" ${TRACKLOOPERTARGET} ${PTCUTOPT} -j >> ${LOG} 2>&1 + make EXES="${EXES}" ${TRACKLOOPERTARGET} -j >> ${LOG} 2>&1 fi if ([[ "$BACKENDOPT" == *"all"* ]] || [[ "$BACKENDOPT" == *"cpu"* ]]) && [ ! -f bin/sdl_cpu ]; then diff --git a/RecoTracker/LSTCore/standalone/code/core/AccessHelper.cc b/RecoTracker/LSTCore/standalone/code/core/AccessHelper.cc index dfae0e4925024..3828e8554cbbf 100644 --- a/RecoTracker/LSTCore/standalone/code/core/AccessHelper.cc +++ b/RecoTracker/LSTCore/standalone/code/core/AccessHelper.cc @@ -139,6 +139,33 @@ std::vector getHitsFromT3(SDL::Event* event, unsigned in return {hits_0[0], hits_0[1], hits_1[0], hits_1[1], hits_2[0], hits_2[1]}; } +//____________________________________________________________________________________________ +std::vector getHitIdxsFromT3(SDL::Event* event, unsigned int T3) { + SDL::hitsBuffer& hitsInGPU = *(event->getHits()); + std::vector hits = getHitsFromT3(event, T3); + std::vector hitidxs; + for (auto& hit : hits) + hitidxs.push_back(hitsInGPU.idxs[hit]); + return hitidxs; +} + +//____________________________________________________________________________________________ +std::vector getModuleIdxsFromT3(SDL::Event* event, unsigned int T3) { + std::vector hits = getHitsFromT3(event, T3); + std::vector module_idxs; + SDL::hitsBuffer& hitsInGPU = *(event->getHits()); + for (auto& hitIdx : hits) { + module_idxs.push_back(hitsInGPU.moduleIndices[hitIdx]); + } + return module_idxs; +} + +//____________________________________________________________________________________________ +std::vector getHitTypesFromT3(SDL::Event* event, unsigned int T3) { + return {4, 4, 4, 4, 4, 4}; + ; +} + //____________________________________________________________________________________________ std::tuple, std::vector> getHitIdxsAndHitTypesFromT3( SDL::Event* event, unsigned T3) { diff --git a/RecoTracker/LSTCore/standalone/code/core/AccessHelper.h b/RecoTracker/LSTCore/standalone/code/core/AccessHelper.h index 589f1e2d59cd2..0c5986a81546a 100644 --- a/RecoTracker/LSTCore/standalone/code/core/AccessHelper.h +++ b/RecoTracker/LSTCore/standalone/code/core/AccessHelper.h @@ -33,6 +33,9 @@ std::tuple, std::vector> getHitIdxsAndHi std::vector getLSsFromT3(SDL::Event* event, unsigned int T3); std::vector getMDsFromT3(SDL::Event* event, unsigned int T3); std::vector getHitsFromT3(SDL::Event* event, unsigned int T3); +std::vector getHitIdxsFromT3(SDL::Event* event, unsigned int T3); +std::vector getHitTypesFromT3(SDL::Event* event, unsigned int T3); +std::vector getModuleIdxsFromT3(SDL::Event* event, unsigned int T3); std::tuple, std::vector> getHitIdxsAndHitTypesFromT3( SDL::Event* event, unsigned T3); diff --git a/RecoTracker/LSTCore/standalone/code/core/AnalysisConfig.h b/RecoTracker/LSTCore/standalone/code/core/AnalysisConfig.h index 14b3df631c6c8..8d99dbe6c7797 100644 --- a/RecoTracker/LSTCore/standalone/code/core/AnalysisConfig.h +++ b/RecoTracker/LSTCore/standalone/code/core/AnalysisConfig.h @@ -46,12 +46,18 @@ class AnalysisConfig { // pt binning options int ptbound_mode; + // pt cut + float ptCut; + // pdg id of the particles to compute efficincies on int pdg_id; // nmatch threshold of the hits to compute matching for MTV-like plots int nmatch_threshold; + // min matching hit fraction to determine RECO-SIM match + float fmatch_threshold; + // verbose of the particles to compute efficincies on int verbose; @@ -108,12 +114,12 @@ class AnalysisConfig { // Boolean to trigger whether to write ntuple or not bool do_write_ntuple; + // Boolean to write optional output + bool do_optional_output; + // Boolean to write lower level objects bool do_lower_level; - // Boolean to write gnn ntuple - bool gnn_ntuple; - // String to hold the MAKETARGET setting from compile std::string compilation_target; diff --git a/RecoTracker/LSTCore/standalone/code/core/trkCore.cc b/RecoTracker/LSTCore/standalone/code/core/trkCore.cc index d16394cc06f98..73d8f3408ce1e 100644 --- a/RecoTracker/LSTCore/standalone/code/core/trkCore.cc +++ b/RecoTracker/LSTCore/standalone/code/core/trkCore.cc @@ -283,7 +283,10 @@ std::vector matchedSimTrkIdxs(std::vector hitidxs, std::vector hi //___________________________________________________________________________________________________________________________________________________________________________________________ std::vector matchedSimTrkIdxs(std::vector hitidxs, std::vector hittypes, - bool verbose) { + bool verbose, + float matchFraction, + bool writeMatchFraction, + std::vector &matched_fractions) { if (hitidxs.size() != hittypes.size()) { std::cout << "Error: matched_sim_trk_idxs() hitidxs and hittypes have different lengths" << std::endl; std::cout << "hitidxs.size(): " << hitidxs.size() << std::endl; @@ -414,6 +417,7 @@ std::vector matchedSimTrkIdxs(std::vector hitidxs, } int maxHitMatchCount = 0; // ultimate maximum of the number of matched hits std::vector matched_sim_trk_idxs; + std::vector> matched_sim_idx_frac; for (auto &trkidx_perm : allperms) { std::vector counts; for (auto &unique_idx : unique_idxs) { @@ -425,15 +429,31 @@ std::vector matchedSimTrkIdxs(std::vector hitidxs, int trkidx = unique_idxs[rawidx]; if (trkidx < 0) continue; - if (counts[rawidx] > (((float)nhits_input) * 0.75)) - matched_sim_trk_idxs.push_back(trkidx); + if (counts[rawidx] > (((float)nhits_input) * matchFraction)) + matched_sim_idx_frac.push_back( + std::make_pair(trkidx, nhits_input > 0 ? ((float)counts[rawidx]) / ((float)nhits_input) : -999.0)); + //matched_sim_trk_idxs.push_back(trkidx); maxHitMatchCount = std::max(maxHitMatchCount, *std::max_element(counts.begin(), counts.end())); } - set s; - unsigned size = matched_sim_trk_idxs.size(); - for (unsigned i = 0; i < size; ++i) - s.insert(matched_sim_trk_idxs[i]); - matched_sim_trk_idxs.assign(s.begin(), s.end()); + sort(matched_sim_idx_frac.begin(), matched_sim_idx_frac.end(), [](auto &a, auto &b) { return a.second > b.second; }); + //set s; + set> s; + //unsigned size = matched_sim_trk_idxs.size(); + unsigned size = matched_sim_idx_frac.size(); + for (unsigned i = 0; i < size; ++i) { + //s.insert(matched_sim_trk_idxs[i]); + s.insert(matched_sim_idx_frac[i]); + } + matched_sim_idx_frac.assign(s.begin(), s.end()); + for (auto it = std::make_move_iterator(matched_sim_idx_frac.begin()), + end = std::make_move_iterator(matched_sim_idx_frac.end()); + it != end; + ++it) { + matched_sim_trk_idxs.push_back(std::move(it->first)); + if (writeMatchFraction) + matched_fractions.push_back(std::move(it->second)); + } + //matched_sim_trk_idxs.assign(s.begin(), s.end()); return matched_sim_trk_idxs; } @@ -690,7 +710,7 @@ void addInputsToLineSegmentTrackingPreLoad(std::vector> &out_ float eta = p3LH.Eta(); float ptErr = trk.see_ptErr()[iSeed]; - if ((ptIn > PT_CUT - 2 * ptErr)) { + if ((ptIn > ana.ptCut - 2 * ptErr)) { TVector3 r3LH(trk.see_stateTrajGlbX()[iSeed], trk.see_stateTrajGlbY()[iSeed], trk.see_stateTrajGlbZ()[iSeed]); TVector3 p3PCA(trk.see_px()[iSeed], trk.see_py()[iSeed], trk.see_pz()[iSeed]); TVector3 r3PCA(calculateR3FromPCA(p3PCA, trk.see_dxy()[iSeed], trk.see_dz()[iSeed])); @@ -712,7 +732,7 @@ void addInputsToLineSegmentTrackingPreLoad(std::vector> &out_ int pixtype = -1; if (ptIn >= 2.0) { /*ptbin = 1;*/ pixtype = 0; - } else if (ptIn >= (PT_CUT - 2 * ptErr) and ptIn < 2.0) { + } else if (ptIn >= (ana.ptCut - 2 * ptErr) and ptIn < 2.0) { // ptbin = 0; if (pixelSegmentDeltaPhiChange >= 0) { pixtype = 1; @@ -1190,7 +1210,7 @@ void writeMetaData() { float ptErr = trk.see_ptErr()[iSeed]; float eta = p3LH.Eta(); - if ((ptIn > 0.8 - 2 * ptErr)) { + if ((ptIn > ana.ptCut - 2 * ptErr)) { TVector3 r3LH(trk.see_stateTrajGlbX()[iSeed], trk.see_stateTrajGlbY()[iSeed], trk.see_stateTrajGlbZ()[iSeed]); TVector3 p3PCA(trk.see_px()[iSeed], trk.see_py()[iSeed], trk.see_pz()[iSeed]); TVector3 r3PCA(calculateR3FromPCA(p3PCA, trk.see_dxy()[iSeed], trk.see_dz()[iSeed])); @@ -1215,7 +1235,7 @@ void writeMetaData() { int pixtype = -1; if (ptIn >= 2.0) { /*ptbin = 1;*/ pixtype = 0; - } else if (ptIn >= (0.8 - 2 * ptErr) and ptIn < 2.0) { + } else if (ptIn >= (ana.ptCut - 2 * ptErr) and ptIn < 2.0) { // ptbin = 0; if (pixelSegmentDeltaPhiChange >= 0) { pixtype = 1; diff --git a/RecoTracker/LSTCore/standalone/code/core/trkCore.h b/RecoTracker/LSTCore/standalone/code/core/trkCore.h index a407f303cf1a6..f6992103cff69 100644 --- a/RecoTracker/LSTCore/standalone/code/core/trkCore.h +++ b/RecoTracker/LSTCore/standalone/code/core/trkCore.h @@ -28,9 +28,13 @@ float runpT3(SDL::Event *event); // --------------------- ======================== --------------------- +static std::vector empty_vector_float = std::vector(); std::vector matchedSimTrkIdxs(std::vector hitidxs, std::vector hittypes, - bool verbose = false); + bool verbose = false, + float matchFraction = 0.75, + bool writeMatchFraction = false, + std::vector &matched_fractions = empty_vector_float); std::vector matchedSimTrkIdxs(std::vector hitidxs, std::vector hittypes, bool verbose = false); int getDenomSimTrkType(int isimtrk); int getDenomSimTrkType(std::vector simidxs); diff --git a/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.cc b/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.cc index 35a7507770dcd..c4506ac9ad7fd 100644 --- a/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.cc +++ b/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.cc @@ -9,9 +9,12 @@ void createOutputBranches() { //________________________________________________________________________________________________________________________________ void fillOutputBranches(SDL::Event* event) { setOutputBranches(event); - setOptionalOutputBranches(event); - if (ana.gnn_ntuple) - setGnnNtupleBranches(event); + if (ana.do_optional_output) + setOptionalOutputBranches(event); + if (ana.do_lower_level) { + setLowLevelBranches(event); + setTripletOutputBranches(event); + } // Now actually fill the ttree ana.tx->fill(); @@ -50,7 +53,6 @@ void createRequiredOutputBranches() { //________________________________________________________________________________________________________________________________ void createOptionalOutputBranches() { -#ifdef CUT_VALUE_DEBUG // Event-wide branches // ana.tx->createBranch("evt_dummy"); @@ -74,7 +76,6 @@ void createOptionalOutputBranches() { ana.tx->createBranch>("pT5_score"); ana.tx->createBranch>("pT5_layer_binary"); ana.tx->createBranch>("pT5_moduleType_binary"); - ana.tx->createBranch>("pT5_matched_pt"); ana.tx->createBranch>("pT5_rzChiSquared"); ana.tx->createBranch>("pT5_rPhiChiSquared"); ana.tx->createBranch>("pT5_rPhiChiSquaredInwards"); @@ -87,12 +88,10 @@ void createOptionalOutputBranches() { ana.tx->createBranch>("pT3_eta"); ana.tx->createBranch>("pT3_phi"); ana.tx->createBranch>("pT3_score"); - ana.tx->createBranch>("pT3_foundDuplicate"); ana.tx->createBranch>>("pT3_matched_simIdx"); ana.tx->createBranch>>("pT3_hitIdxs"); ana.tx->createBranch>("pT3_pixelRadius"); ana.tx->createBranch>("pT3_pixelRadiusError"); - ana.tx->createBranch>>("pT3_matched_pt"); ana.tx->createBranch>("pT3_tripletRadius"); ana.tx->createBranch>("pT3_rPhiChiSquared"); ana.tx->createBranch>("pT3_rPhiChiSquaredInwards"); @@ -114,7 +113,6 @@ void createOptionalOutputBranches() { ana.tx->createBranch>("sim_T5_matched"); ana.tx->createBranch>("t5_isFake"); ana.tx->createBranch>("t5_isDuplicate"); - ana.tx->createBranch>("t5_foundDuplicate"); ana.tx->createBranch>("t5_pt"); ana.tx->createBranch>("t5_eta"); ana.tx->createBranch>("t5_phi"); @@ -123,8 +121,7 @@ void createOptionalOutputBranches() { ana.tx->createBranch>>("t5_matched_simIdx"); ana.tx->createBranch>("t5_moduleType_binary"); ana.tx->createBranch>("t5_layer_binary"); - ana.tx->createBranch>("t5_matched_pt"); - ana.tx->createBranch>("t5_partOfTC"); + ana.tx->createBranch>("t5_partOfPT5"); ana.tx->createBranch>("t5_innerRadius"); ana.tx->createBranch>("t5_outerRadius"); ana.tx->createBranch>("t5_bridgeRadius"); @@ -148,12 +145,10 @@ void createOptionalOutputBranches() { ana.tx->createBranch>("t5_occupancies"); ana.tx->createBranch("pT3_occupancies"); ana.tx->createBranch("pT5_occupancies"); - -#endif } //________________________________________________________________________________________________________________________________ -void createGnnNtupleBranches() { +void createLowLevelBranches() { // Mini Doublets ana.tx->createBranch>("MD_pt"); ana.tx->createBranch>("MD_eta"); @@ -173,10 +168,12 @@ void createGnnNtupleBranches() { ana.tx->createBranch>("MD_1_z"); // Line Segments + ana.tx->createBranch>("LS_isFake"); + ana.tx->createBranch>("LS_nMatch"); + ana.tx->createBranch>("LS_fracBestMatch"); ana.tx->createBranch>("LS_pt"); ana.tx->createBranch>("LS_eta"); ana.tx->createBranch>("LS_phi"); - ana.tx->createBranch>("LS_isFake"); ana.tx->createBranch>("LS_MD_idx0"); ana.tx->createBranch>("LS_MD_idx1"); ana.tx->createBranch>("LS_sim_pt"); @@ -195,6 +192,22 @@ void createGnnNtupleBranches() { // TC's LS ana.tx->createBranch>>("tc_lsIdx"); + + // T3 branches + ana.tx->createBranch>("sim_T3_matched"); + ana.tx->createBranch>("t3_isFake"); + ana.tx->createBranch>("t3_isDuplicate"); + ana.tx->createBranch>("t3_pt"); + ana.tx->createBranch>("t3_eta"); + ana.tx->createBranch>("t3_phi"); + ana.tx->createBranch>("t3_circleRadius"); + ana.tx->createBranch>>("t3_hitIdxs"); + ana.tx->createBranch>>("t3_matched_simIdx"); + ana.tx->createBranch>("t3_moduleType_binary"); + ana.tx->createBranch>("t3_layer_binary"); + ana.tx->createBranch>("t3_partOfPT3"); + ana.tx->createBranch>("t3_partOfPT5"); + ana.tx->createBranch>("t3_partOfT5"); } //________________________________________________________________________________________________________________________________ @@ -257,15 +270,15 @@ void setOutputBranches(SDL::Event* event) { tc_matched_simIdx.push_back(simidx); // Loop over matched sim idx and increase counter of TC_matched - for (auto& idx : simidx) { + for (auto& sidx : simidx) { // NOTE Important to note that the idx of the std::vector<> is same // as the tracking-ntuple's sim track idx ONLY because event==0 and bunchCrossing==0 condition is applied!! // Also do not try to access beyond the event and bunchCrossing - if (idx < n_accepted_simtrk) { - sim_TC_matched.at(idx) += 1; - sim_TC_matched_mask.at(idx) |= (1 << type); + if (sidx < n_accepted_simtrk) { + sim_TC_matched.at(sidx) += 1; + sim_TC_matched_mask.at(sidx) |= (1 << type); } - sim_TC_matched_for_duplicate.at(idx) += 1; + sim_TC_matched_for_duplicate.at(sidx) += 1; } } @@ -294,14 +307,10 @@ void setOutputBranches(SDL::Event* event) { //________________________________________________________________________________________________________________________________ void setOptionalOutputBranches(SDL::Event* event) { -#ifdef CUT_VALUE_DEBUG - setPixelQuintupletOutputBranches(event); setQuintupletOutputBranches(event); setPixelTripletOutputBranches(event); setOccupancyBranches(event); - -#endif } //________________________________________________________________________________________________________________________________ @@ -397,7 +406,7 @@ void setPixelQuintupletOutputBranches(SDL::Event* event) { layer_binary |= (1 << (modulesInGPU.layers[module_idx[i]] + 6 * (modulesInGPU.subdets[module_idx[i]] == 4))); moduleType_binary |= (modulesInGPU.moduleType[module_idx[i]] << i); } - std::vector simidx = matchedSimTrkIdxs(hit_idx, hit_type); + std::vector simidx = matchedSimTrkIdxs(hit_idx, hit_type, ana.verbose, ana.fmatch_threshold); ana.tx->pushbackToBranch("pT5_isFake", static_cast(simidx.size() == 0)); ana.tx->pushbackToBranch("pT5_pt", pt); ana.tx->pushbackToBranch("pT5_eta", eta); @@ -485,6 +494,7 @@ void setQuintupletOutputBranches(SDL::Event* event) { ana.tx->pushbackToBranch("t5_rzChiSquared", quintupletsInGPU.rzChiSquared[quintupletIndex]); ana.tx->pushbackToBranch("t5_layer_binary", layer_binary); ana.tx->pushbackToBranch("t5_moduleType_binary", moduleType_binary); + ana.tx->pushbackToBranch("t5_partOfPT5", __H2F(quintupletsInGPU.partOfPT5[quintupletIndex])); t5_matched_simIdx.push_back(simidx); @@ -537,7 +547,7 @@ void setPixelTripletOutputBranches(SDL::Event* event) { std::vector hit_idx = getHitIdxsFrompT3(event, pT3); std::vector hit_type = getHitTypesFrompT3(event, pT3); - std::vector simidx = matchedSimTrkIdxs(hit_idx, hit_type); + std::vector simidx = matchedSimTrkIdxs(hit_idx, hit_type, ana.verbose, ana.fmatch_threshold); std::vector module_idx = getModuleIdxsFrompT3(event, pT3); int layer_binary = 1; int moduleType_binary = 0; @@ -580,7 +590,88 @@ void setPixelTripletOutputBranches(SDL::Event* event) { } //________________________________________________________________________________________________________________________________ -void setGnnNtupleBranches(SDL::Event* event) { +void setTripletOutputBranches(SDL::Event* event) { + SDL::tripletsBuffer& tripletsInGPU = *(event->getTriplets()); + SDL::objectRangesBuffer& rangesInGPU = (*event->getRanges()); + SDL::modulesBuffer& modulesInGPU = *(event->getModules()); + SDL::segmentsBuffer& segmentsInGPU = *(event->getSegments()); + SDL::hitsBuffer& hitsInGPU = *(event->getHits()); + int n_accepted_simtrk = ana.tx->getBranch>("sim_TC_matched").size(); + + std::vector sim_t3_matched(n_accepted_simtrk); + std::vector> t3_matched_simIdx; + + for (unsigned int lowerModuleIdx = 0; lowerModuleIdx < *(modulesInGPU.nLowerModules); ++lowerModuleIdx) { + int nTriplets = tripletsInGPU.nTriplets[lowerModuleIdx]; + for (unsigned int idx = 0; idx < nTriplets; idx++) { + unsigned int tripletIndex = rangesInGPU.tripletModuleIndices[lowerModuleIdx] + idx; + float pt = __H2F(tripletsInGPU.circleRadius[tripletIndex]) * 2 * SDL::k2Rinv1GeVf; + ; + std::vector hits = getHitsFromT3(event, tripletIndex); + SDLMath::Hit hitA(hitsInGPU.xs[hits[0]], hitsInGPU.ys[hits[0]], hitsInGPU.zs[hits[0]]); + SDLMath::Hit hitB(hitsInGPU.xs[hits[hits.size() - 1]], + hitsInGPU.ys[hits[hits.size() - 1]], + hitsInGPU.zs[hits[hits.size() - 1]]); + float eta = hitB.eta(); + float phi = hitA.phi(); + + std::vector hit_idx; + std::vector hit_type; + std::tie(hit_idx, hit_type) = getHitIdxsAndHitTypesFromT3(event, tripletIndex); + std::vector module_idx = getModuleIdxsFromT3(event, tripletIndex); + + int layer_binary = 0; + int moduleType_binary = 0; + for (size_t i = 0; i < module_idx.size(); i += 2) { + layer_binary |= (1 << (modulesInGPU.layers[module_idx[i]] + 6 * (modulesInGPU.subdets[module_idx[i]] == 4))); + moduleType_binary |= (modulesInGPU.moduleType[module_idx[i]] << i); + } + + std::vector matchedfracs; + std::vector simidx = + matchedSimTrkIdxs(hit_idx, hit_type, ana.verbose, ana.fmatch_threshold, true, matchedfracs); + + ana.tx->pushbackToBranch("t3_isFake", static_cast(simidx.size() == 0)); + ana.tx->pushbackToBranch("t3_pt", pt); + ana.tx->pushbackToBranch("t3_eta", eta); + ana.tx->pushbackToBranch("t3_phi", phi); + ana.tx->pushbackToBranch("t3_circleRadius", __H2F(tripletsInGPU.circleRadius[tripletIndex])); + ana.tx->pushbackToBranch("t3_layer_binary", layer_binary); + ana.tx->pushbackToBranch("t3_moduleType_binary", moduleType_binary); + ana.tx->pushbackToBranch("t3_partOfPT3", __H2F(tripletsInGPU.partOfPT3[tripletIndex])); + ana.tx->pushbackToBranch("t3_partOfPT5", __H2F(tripletsInGPU.partOfPT5[tripletIndex])); + ana.tx->pushbackToBranch("t3_partOfT5", __H2F(tripletsInGPU.partOfT5[tripletIndex])); + + t3_matched_simIdx.push_back(simidx); + + for (auto& simtrk : simidx) { + if (simtrk < n_accepted_simtrk) { + sim_t3_matched.at(simtrk) += 1; + } + } + } + } + + vector t3_isDuplicate(t3_matched_simIdx.size()); + for (unsigned int i = 0; i < t3_matched_simIdx.size(); i++) { + bool isDuplicate = false; + for (unsigned int isim = 0; isim < t3_matched_simIdx[i].size(); isim++) { + int simidx = t3_matched_simIdx[i][isim]; + if (simidx < n_accepted_simtrk) { + if (sim_t3_matched[simidx] > 1) { + isDuplicate = true; + } + } + } + t3_isDuplicate[i] = isDuplicate; + } + ana.tx->setBranch>("sim_T3_matched", sim_t3_matched); + ana.tx->setBranch>>("t3_matched_simIdx", t3_matched_simIdx); + ana.tx->setBranch>("t3_isDuplicate", t3_isDuplicate); +} + +//________________________________________________________________________________________________________________________________ +void setLowLevelBranches(SDL::Event* event) { // Get relevant information SDL::segmentsBuffer& segmentsInGPU = (*event->getSegments()); SDL::miniDoubletsBuffer& miniDoubletsInGPU = (*event->getMiniDoublets()); @@ -608,7 +699,7 @@ void setGnnNtupleBranches(SDL::Event* event) { std::vector hitidxs; std::vector hittypes; std::tie(hitidxs, hittypes) = getHitIdxsAndHitTypesFromTC(event, idx); - std::vector simidxs = matchedSimTrkIdxs(hitidxs, hittypes); + std::vector simidxs = matchedSimTrkIdxs(hitidxs, hittypes, ana.verbose, ana.fmatch_threshold); if (simidxs.size() == 0) continue; @@ -633,7 +724,7 @@ void setGnnNtupleBranches(SDL::Event* event) { // // Get the actual index to the mini-doublet using rangesInGPU // unsigned int mdIdx = rangesInGPU.miniDoubletModuleIndices[idx] + jdx; - // setGnnNtupleMiniDoublet(event, mdIdx); + // setLowLevelMiniDoublet(event, mdIdx); // } // Loop over segments @@ -647,13 +738,13 @@ void setGnnNtupleBranches(SDL::Event* event) { if (mds_used_in_sg.find(MDs[0]) == mds_used_in_sg.end()) { mds_used_in_sg.insert(MDs[0]); md_index_map[MDs[0]] = mds_used_in_sg.size() - 1; - setGnnNtupleMiniDoublet(event, MDs[0]); + setLowLevelMiniDoublet(event, MDs[0]); } if (mds_used_in_sg.find(MDs[1]) == mds_used_in_sg.end()) { mds_used_in_sg.insert(MDs[1]); md_index_map[MDs[1]] = mds_used_in_sg.size() - 1; - setGnnNtupleMiniDoublet(event, MDs[1]); + setLowLevelMiniDoublet(event, MDs[1]); } ana.tx->pushbackToBranch("LS_MD_idx0", md_index_map[MDs[0]]); @@ -679,9 +770,13 @@ void setGnnNtupleBranches(SDL::Event* event) { std::vector hitidxs; std::vector hittypes; std::tie(hitidxs, hittypes) = getHitIdxsAndHitTypesFromLS(event, sgIdx); - std::vector simidxs = matchedSimTrkIdxs(hitidxs, hittypes); + std::vector matchedfracs; + // For LSs, set min hit matching fraction to 0 (R&D - July 2024), and write hit matching fractions + std::vector simidxs = matchedSimTrkIdxs(hitidxs, hittypes, ana.verbose, 0.0, true, matchedfracs); ana.tx->pushbackToBranch("LS_isFake", simidxs.size() == 0); + ana.tx->pushbackToBranch("LS_nMatch", simidxs.size()); + ana.tx->pushbackToBranch("LS_fracBestMatch", simidxs.size() > 0 ? matchedfracs[0] : 0.0); ana.tx->pushbackToBranch("LS_sim_pt", simidxs.size() > 0 ? trk.sim_pt()[simidxs[0]] : -999); ana.tx->pushbackToBranch("LS_sim_eta", simidxs.size() > 0 ? trk.sim_eta()[simidxs[0]] : -999); ana.tx->pushbackToBranch("LS_sim_phi", simidxs.size() > 0 ? trk.sim_phi()[simidxs[0]] : -999); @@ -721,7 +816,7 @@ void setGnnNtupleBranches(SDL::Event* event) { } //________________________________________________________________________________________________________________________________ -void setGnnNtupleMiniDoublet(SDL::Event* event, unsigned int MD) { +void setLowLevelMiniDoublet(SDL::Event* event, unsigned int MD) { // Get relevant information SDL::miniDoubletsBuffer& miniDoubletsInGPU = (*event->getMiniDoublets()); SDL::hitsBuffer& hitsInGPU = (*event->getHits()); @@ -743,7 +838,7 @@ void setGnnNtupleMiniDoublet(SDL::Event* event, unsigned int MD) { // Do sim matching std::vector hit_idx = {hitsInGPU.idxs[hit0], hitsInGPU.idxs[hit1]}; std::vector hit_type = {4, 4}; - std::vector simidxs = matchedSimTrkIdxs(hit_idx, hit_type); + std::vector simidxs = matchedSimTrkIdxs(hit_idx, hit_type, ana.verbose, ana.fmatch_threshold); bool isFake = simidxs.size() == 0; int tp_type = getDenomSimTrkType(simidxs); @@ -816,7 +911,7 @@ std::tuple> parseTrackCandidate(SDL:: } // Perform matching - std::vector simidx = matchedSimTrkIdxs(hit_idx, hit_type); + std::vector simidx = matchedSimTrkIdxs(hit_idx, hit_type, ana.verbose, ana.fmatch_threshold); int isFake = simidx.size() == 0; return {type, pt, eta, phi, isFake, simidx}; diff --git a/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.h b/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.h index aed30d5e9ebaa..2e8ebeb1e69f5 100644 --- a/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.h +++ b/RecoTracker/LSTCore/standalone/code/core/write_sdl_ntuple.h @@ -15,7 +15,7 @@ void createOutputBranches(); void createRequiredOutputBranches(); void createOptionalOutputBranches(); -void createGnnNtupleBranches(); +void createLowLevelBranches(); void fillOutputBranches(SDL::Event* event); void setOutputBranches(SDL::Event* event); @@ -24,8 +24,9 @@ void setOccupancyBranches(SDL::Event* event); void setPixelQuintupletOutputBranches(SDL::Event* event); void setQuintupletOutputBranches(SDL::Event* event); void setPixelTripletOutputBranches(SDL::Event* event); -void setGnnNtupleBranches(SDL::Event* event); -void setGnnNtupleMiniDoublet(SDL::Event* event, unsigned int MD); +void setTripletOutputBranches(SDL::Event* event); +void setLowLevelBranches(SDL::Event* event); +void setLowLevelMiniDoublet(SDL::Event* event, unsigned int MD); std::tuple> parseTrackCandidate(SDL::Event* event, unsigned int); std::tuple, vector> parsepT5(SDL::Event* event,